Neural Networks - intro¶

Part 1 - XOR¶

  1. Using the XOR dataset below, train (400 epochs) a neural network (NN) using 2, 3, 4, and 5 hidden layers (where each layer has only 2 neurons). For each n layers, store the resulting accuracy along with n. Plot the results to find what the optimal number of layers is.
  2. Repeat the above with 3 neurons in each Hidden layers. How do these results compare to the 2 neuron layers?
  3. Repeat the above with 4 neurons in each Hidden layers. How do these results compare to the 2 and 3 neuron layers?
  4. Using the most optimal configuraion (n-layers, k-neurons per layer), compare how tanh, sigmoid,softplus and relu effect the loss after 400 epochs. Try other Activation functions as well (https://keras.io/activations/)
  5. Again with the most optimal setup, try other optimizers (instead of SGD) and report on the loss score. (https://keras.io/optimizers/)

Part 2 - BYOD (Bring your own Dataset)¶

Using your own dataset, experiment and find the best Neural Network configuration. You may use any resource to improve results, just reference it.

While you may use any dataset, I'd prefer you didn't use the diabetes dataset used in the lesson.

https://stackoverflow.com/questions/34673164/how-to-train-and-tune-an-artificial-multilayer-perceptron-neural-network-using-k

https://keras.io/

Additional Keras Activation functions¶

https://keras.io/api/layers/activations/

softmax softsign selu elu exponential leaky_relu relu6 silu hard_silu gelu hard_sigmoid linear mish log_softmax

In [ ]:
loss_funcs = ['mean_squared_error', 'mean_absolute_error', 'mean_absolute_percentage_error', 'mean_squared_logarithmic_error', 'squared_hinge', 'hinge', 'categorical_hinge', 'logcosh', 'categorical_crossentropy', 'sparse_categorical_crossentropy', 'binary_crossentropy', 'kullback_leibler_divergence', 'poisson', 'cosine_proximity']
In [ ]:
#!pip3 install tensorflow keras
ERROR: Could not find a version that satisfies the requirement tensorflow (from versions: none)

ERROR: No matching distribution found for tensorflow

In [ ]:
from keras.models import Sequential
from keras.layers import Dense
from keras.optimizers import SGD  #Stochastic Gradient Descent

import numpy as np
# fix random seed for reproducibility
np.random.seed(7)

import matplotlib.pyplot as plt
%matplotlib inline

Part 1 - XOR¶

Start by creating XOR dataset for analysis

In [ ]:
n = 40
xx = np.random.random((n,1))
yy = np.random.random((n,1))
In [ ]:
X = np.array([np.array([xx,-xx,-xx,xx]),np.array([yy,-yy,yy,-yy])]).reshape(2,4*n).T
y = np.array([np.ones([2*n]),np.zeros([2*n])]).reshape(4*n)
In [ ]:
plt.scatter(*zip(*X), c=y)
Out[ ]:
<matplotlib.collections.PathCollection at 0x265b020bf90>

This section is based on the original code provided by the assignment. This is retained here as a validation of the basic process for running a Sequential NN.

In [ ]:
model = Sequential()

model.add(Dense(2, input_dim=2, activation='tanh'))  #sigmoid, relu
# model.add(Dense(2, activation='tanh'))
model.add(Dense(1, activation='sigmoid'))
# model.add(Dense(1,input_dim=2, activation='sigmoid'))


sgd = SGD(learning_rate=0.1)
model.compile(loss='binary_crossentropy', optimizer='sgd', metrics=['accuracy'])

model.fit(X, y, batch_size=2, epochs=400) #160/4 = 40 per epoch

# Use this to print the output predictions
#print(model.predict(X).reshape(4*n))
In [ ]:
scores = model.evaluate(X, y)
# scores, model.metrics_names

#print("\n%s: %.2f%%" % (model.metrics_names[1], scores[1]*100))
acc_score = scores[1]*100
print("Accuracy: %.2f%%" % (acc_score))
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4614 - loss: 0.4869     
Accuracy: 59.38%

Varying Number of Hidden Layers with 2 Nodes¶

With the process validated above, we can begin a loop evaluation to check accuracy scores based on varying number of hidden layers.

In [ ]:
# Array of number of layers
num_layers = [1,2,3,4,5]
# empty array to receive accuracy scores
scores = []

# Define our optimizer
sgd = SGD(learning_rate=0.1)

# Loop through the number of layers and for each number of layers,
# build a model and evaluate it. Append the accuracy score to the scores array.
for num_layer in num_layers:
    # Create a new model
    model = Sequential()
    # Add the first layer with 2 nodes based on input dimensions
    model.add(Dense(2, input_dim=2, activation='tanh'))
    
    # Add layers based on the num_layer variable
    for _ in range(num_layer-1):
        model.add(Dense(2, activation='tanh'))
    
    # Add the output layer
    model.add(Dense(1, activation='sigmoid'))

    model.compile(loss='binary_crossentropy', optimizer='sgd', metrics=['accuracy'])
    model.fit(X, y, batch_size=2, epochs=400)
    
    # evaluate scores
    model_scores = model.evaluate(X, y)
    # Append accuracy to array
    scores.append(model_scores[1]*100)
c:\Users\jomors\AppData\Local\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:88: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 836us/step - accuracy: 0.5060 - loss: 0.7359
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5590 - loss: 0.7193
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6348 - loss: 0.6904
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6320 - loss: 0.7029
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6394 - loss: 0.6750
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6008 - loss: 0.6808
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7249 - loss: 0.6380
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6547 - loss: 0.6458
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5893 - loss: 0.6670
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6180 - loss: 0.6689
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5538 - loss: 0.6646
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6641 - loss: 0.6310
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6412 - loss: 0.6541
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6861 - loss: 0.6233
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5992 - loss: 0.6638
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7248 - loss: 0.6156
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6710 - loss: 0.6326
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.6666 - loss: 0.6210
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6591 - loss: 0.6232  
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6915 - loss: 0.6063
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6497 - loss: 0.6229
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5872 - loss: 0.6344
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.6431 - loss: 0.6229
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6255 - loss: 0.6233
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7080 - loss: 0.5999
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6910 - loss: 0.6073
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6739 - loss: 0.5980
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6499 - loss: 0.6167
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6925 - loss: 0.6031  
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6598 - loss: 0.6202
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7105 - loss: 0.5859
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7081 - loss: 0.5774  
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7690 - loss: 0.5654
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7103 - loss: 0.5800   
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7460 - loss: 0.5604
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.8024 - loss: 0.5448
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.7805 - loss: 0.5665
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.7750 - loss: 0.5451
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8384 - loss: 0.5368
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.8359 - loss: 0.5402
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.7678 - loss: 0.5418
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.7704 - loss: 0.5377
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8650 - loss: 0.5125
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8049 - loss: 0.5168
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8418 - loss: 0.5107  
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8056 - loss: 0.5094
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8027 - loss: 0.5153
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8121 - loss: 0.5210
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8526 - loss: 0.4824
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.8770 - loss: 0.4732
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8723 - loss: 0.4679
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8582 - loss: 0.4675
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.8488 - loss: 0.4571
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8780 - loss: 0.4536
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8340 - loss: 0.4655
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8795 - loss: 0.4250
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8120 - loss: 0.4862
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8337 - loss: 0.4608
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8184 - loss: 0.4549
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8368 - loss: 0.4420
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8466 - loss: 0.4511
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8131 - loss: 0.4804  
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8803 - loss: 0.4169
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8695 - loss: 0.4171  
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8366 - loss: 0.4218
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8741 - loss: 0.4163
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.8384 - loss: 0.4164
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8686 - loss: 0.3886
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8790 - loss: 0.4060
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8426 - loss: 0.4202  
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8573 - loss: 0.4121
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 764us/step - accuracy: 0.8698 - loss: 0.3880
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8343 - loss: 0.4131
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8685 - loss: 0.3899 
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - accuracy: 0.8491 - loss: 0.3889
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8829 - loss: 0.4020
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7822 - loss: 0.4280   
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8172 - loss: 0.3997
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8296 - loss: 0.3926
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7972 - loss: 0.4263
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.8926 - loss: 0.3327
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.8600 - loss: 0.3818
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8199 - loss: 0.4176
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8375 - loss: 0.3859   
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9014 - loss: 0.3206
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8528 - loss: 0.3839
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8064 - loss: 0.3931
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7844 - loss: 0.3911
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8807 - loss: 0.3564
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.8431 - loss: 0.3552
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8431 - loss: 0.3771
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8414 - loss: 0.3760
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8244 - loss: 0.3675
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8308 - loss: 0.3576
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8578 - loss: 0.3347
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8491 - loss: 0.3583
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8444 - loss: 0.3313
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.8433 - loss: 0.3678
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.8291 - loss: 0.3706
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8328 - loss: 0.3891
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.8059 - loss: 0.4179
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8102 - loss: 0.3907
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8348 - loss: 0.3680
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8664 - loss: 0.3663
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8630 - loss: 0.3171
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8572 - loss: 0.3309
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.8703 - loss: 0.3410
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8831 - loss: 0.3360
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8470 - loss: 0.3692
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8642 - loss: 0.3677  
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8109 - loss: 0.3793
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8733 - loss: 0.3290
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8576 - loss: 0.3512
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9178 - loss: 0.2735
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9038 - loss: 0.2891
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8638 - loss: 0.3150
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8529 - loss: 0.3379  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7763 - loss: 0.4735 
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8320 - loss: 0.3396
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8386 - loss: 0.3575
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.8534 - loss: 0.3344
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8322 - loss: 0.3759
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8941 - loss: 0.3086
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8608 - loss: 0.3247
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.3136
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8805 - loss: 0.3113
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.8672 - loss: 0.3528
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8305 - loss: 0.3722
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8716 - loss: 0.3105
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8630 - loss: 0.3160
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8777 - loss: 0.3160
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8883 - loss: 0.3150
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8519 - loss: 0.3386
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8804 - loss: 0.3049
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8875 - loss: 0.2804
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8904 - loss: 0.3211
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.8559 - loss: 0.3278
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9226 - loss: 0.2630
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8337 - loss: 0.3654 
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8236 - loss: 0.3708
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8894 - loss: 0.3179
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8669 - loss: 0.3447
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.8681 - loss: 0.3238
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8890 - loss: 0.3215
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8479 - loss: 0.3376
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.8985 - loss: 0.2874
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8595 - loss: 0.3529
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9018 - loss: 0.2779
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8602 - loss: 0.3639
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9102 - loss: 0.2633
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8550 - loss: 0.3260  
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8496 - loss: 0.3485
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8849 - loss: 0.2985
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9018 - loss: 0.2660
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9037 - loss: 0.2903
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8796 - loss: 0.3191
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8851 - loss: 0.3118
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8646 - loss: 0.3065
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.8626 - loss: 0.3322
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8503 - loss: 0.3385
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8819 - loss: 0.3188
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.8882 - loss: 0.2965
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8925 - loss: 0.2998
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8644 - loss: 0.3347
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8542 - loss: 0.3495
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8872 - loss: 0.3354
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8548 - loss: 0.3815
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 754us/step - accuracy: 0.8691 - loss: 0.3260
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8869 - loss: 0.3050
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8243 - loss: 0.4090
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8816 - loss: 0.2825
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9112 - loss: 0.2703
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8546 - loss: 0.3248
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.8941 - loss: 0.2815
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8877 - loss: 0.2997
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8760 - loss: 0.3278
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8481 - loss: 0.3384
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.8698 - loss: 0.3025
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8890 - loss: 0.2933
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8596 - loss: 0.3402
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8830 - loss: 0.3076
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8550 - loss: 0.3435
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 774us/step - accuracy: 0.8863 - loss: 0.2980
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8464 - loss: 0.3690
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8655 - loss: 0.3526
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9036 - loss: 0.2738
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8464 - loss: 0.3714
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.8830 - loss: 0.3265
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.8232 - loss: 0.3585
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8836 - loss: 0.3022
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.8439 - loss: 0.3439
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.8207 - loss: 0.3713
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8429 - loss: 0.3624
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8549 - loss: 0.3744
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8803 - loss: 0.2729
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8486 - loss: 0.3542
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8868 - loss: 0.2952
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8645 - loss: 0.3382
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8629 - loss: 0.3317
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8648 - loss: 0.3154
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8948 - loss: 0.2859
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8454 - loss: 0.3294
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8483 - loss: 0.3521
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9166 - loss: 0.2682
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8429 - loss: 0.3497
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8763 - loss: 0.3294
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9013 - loss: 0.2796
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.8671 - loss: 0.3445
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.8362 - loss: 0.3822
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.8942 - loss: 0.2659
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8452 - loss: 0.3447
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8088 - loss: 0.4069
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8945 - loss: 0.2670
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8874 - loss: 0.2932
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8974 - loss: 0.3185
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8630 - loss: 0.3301
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9336 - loss: 0.2379
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8785 - loss: 0.3491
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8895 - loss: 0.3190
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8598 - loss: 0.3254
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8449 - loss: 0.3627
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.8404 - loss: 0.3369
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8508 - loss: 0.3149
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 800us/step - accuracy: 0.8588 - loss: 0.3510
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8854 - loss: 0.3304
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8666 - loss: 0.3178
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.8913 - loss: 0.2654
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 768us/step - accuracy: 0.8382 - loss: 0.3718
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 769us/step - accuracy: 0.8776 - loss: 0.3256
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9066 - loss: 0.3072  
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8282 - loss: 0.4236 
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.8915 - loss: 0.3308
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8898 - loss: 0.3140  
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8326 - loss: 0.3530  
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8853 - loss: 0.2932
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 759us/step - accuracy: 0.8386 - loss: 0.3487 
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 768us/step - accuracy: 0.8809 - loss: 0.3053
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 754us/step - accuracy: 0.8809 - loss: 0.3548
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8671 - loss: 0.3324
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8868 - loss: 0.2825
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8621 - loss: 0.3460
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8693 - loss: 0.3057
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8382 - loss: 0.3631
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8954 - loss: 0.2952
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9279 - loss: 0.2272
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8590 - loss: 0.3657  
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8023 - loss: 0.4276
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8420 - loss: 0.3392
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8650 - loss: 0.3546  
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8411 - loss: 0.3494
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8546 - loss: 0.3048
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8256 - loss: 0.4246 
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8622 - loss: 0.3728
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9023 - loss: 0.2697
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8482 - loss: 0.3783
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8970 - loss: 0.2981
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8419 - loss: 0.3546
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8539 - loss: 0.3641
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7970 - loss: 0.4707
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8589 - loss: 0.3416  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8771 - loss: 0.3474
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8640 - loss: 0.3241  
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8687 - loss: 0.3032
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8958 - loss: 0.2884  
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8873 - loss: 0.2905
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8458 - loss: 0.3884
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8859 - loss: 0.3082
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 768us/step - accuracy: 0.8985 - loss: 0.2778
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.7981 - loss: 0.4384
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 777us/step - accuracy: 0.8495 - loss: 0.3705
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 746us/step - accuracy: 0.8956 - loss: 0.2859
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - accuracy: 0.8545 - loss: 0.3681
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8867 - loss: 0.3065
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8814 - loss: 0.2905
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8970 - loss: 0.2840
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8514 - loss: 0.3507
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8373 - loss: 0.3575
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.8819 - loss: 0.3255
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8658 - loss: 0.3627
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8768 - loss: 0.3150
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8083 - loss: 0.4577
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8806 - loss: 0.2960
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.7898 - loss: 0.4191
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8572 - loss: 0.3195
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 755us/step - accuracy: 0.8834 - loss: 0.2824
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8410 - loss: 0.3438
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.8515 - loss: 0.3696
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8587 - loss: 0.3276
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8788 - loss: 0.3124  
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9129 - loss: 0.2719
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8704 - loss: 0.3038
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.8497 - loss: 0.3904
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9115 - loss: 0.2846
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8416 - loss: 0.3573
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8608 - loss: 0.3383
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9013 - loss: 0.2685
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9036 - loss: 0.2703
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.9007 - loss: 0.2772
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.8664 - loss: 0.3342
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8382 - loss: 0.4117
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9035 - loss: 0.2812  
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8773 - loss: 0.3508
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8895 - loss: 0.2829
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8215 - loss: 0.3817
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9094 - loss: 0.2781
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.8559 - loss: 0.3486
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.3029
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8806 - loss: 0.3293
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8624 - loss: 0.3486
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8616 - loss: 0.3213
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8998 - loss: 0.2908
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8623 - loss: 0.3052
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8990 - loss: 0.2746
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8478 - loss: 0.3173
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8893 - loss: 0.3113  
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8420 - loss: 0.3373
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.8478 - loss: 0.3733
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9318 - loss: 0.2208
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 729us/step - accuracy: 0.8634 - loss: 0.3480
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8933 - loss: 0.3126
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8967 - loss: 0.2760
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9044 - loss: 0.2688
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9057 - loss: 0.3256  
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8694 - loss: 0.3348
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 752us/step - accuracy: 0.8846 - loss: 0.2819
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9029 - loss: 0.2758
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8620 - loss: 0.3402
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9092 - loss: 0.2642
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8580 - loss: 0.3614
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8876 - loss: 0.3134
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.8434 - loss: 0.3632
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 767us/step - accuracy: 0.8761 - loss: 0.2924
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.8939 - loss: 0.2781
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.8571 - loss: 0.3743
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9032 - loss: 0.2922
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.8820 - loss: 0.2911
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.8418 - loss: 0.3963
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8743 - loss: 0.3229
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8779 - loss: 0.3530
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8816 - loss: 0.3204
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8431 - loss: 0.3396   
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8869 - loss: 0.3213
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9059 - loss: 0.2737
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8751 - loss: 0.3368
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8731 - loss: 0.2839
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8812 - loss: 0.2918
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9003 - loss: 0.2837 
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9055 - loss: 0.2603
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8655 - loss: 0.3380
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8995 - loss: 0.2834
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9128 - loss: 0.2539
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9088 - loss: 0.2699
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8947 - loss: 0.3027
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.8873 - loss: 0.2880
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8845 - loss: 0.3158
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8986 - loss: 0.2892
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8482 - loss: 0.3413
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8617 - loss: 0.2764
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 748us/step - accuracy: 0.8538 - loss: 0.3391
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.8406 - loss: 0.3802
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.8831 - loss: 0.3096
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.8603 - loss: 0.3301
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8368 - loss: 0.3387
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.8904 - loss: 0.3001
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8767 - loss: 0.3257
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8812 - loss: 0.3317
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9185 - loss: 0.2256
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 770us/step - accuracy: 0.8843 - loss: 0.2985
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9014 - loss: 0.3008
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8908 - loss: 0.2775
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8604 - loss: 0.3351
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8594 - loss: 0.3571
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8157 - loss: 0.3842
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9093 - loss: 0.2376
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8489 - loss: 0.3949
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8960 - loss: 0.2706
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8782 - loss: 0.3152
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8901 - loss: 0.2576
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9079 - loss: 0.2804
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9026 - loss: 0.2725
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8567 - loss: 0.3494
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8790 - loss: 0.3287
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8666 - loss: 0.3305
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8487 - loss: 0.3578
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8656 - loss: 0.3487
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8514 - loss: 0.3495
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8814 - loss: 0.3211
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8723 - loss: 0.3227
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8994 - loss: 0.2609
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.8055 - loss: 0.4626
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - accuracy: 0.8652 - loss: 0.3234
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8988 - loss: 0.2602
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8853 - loss: 0.3102
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8784 - loss: 0.3182
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8871 - loss: 0.3116
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8373 - loss: 0.3345
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8896 - loss: 0.2942
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.8910 - loss: 0.2834
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8929 - loss: 0.3168
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8263 - loss: 0.4201 
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8672 - loss: 0.3331  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.4854 - loss: 0.6991     
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5010 - loss: 0.7025
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5772 - loss: 0.6967
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5852 - loss: 0.6900   
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6740 - loss: 0.6795  
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6142 - loss: 0.6915
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6945 - loss: 0.6805
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5968 - loss: 0.6905
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6168 - loss: 0.6938
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.5584 - loss: 0.6982
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.6530 - loss: 0.6847
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6370 - loss: 0.6854
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6368 - loss: 0.6834
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6276 - loss: 0.6872
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.5729 - loss: 0.6949 
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5708 - loss: 0.6923 
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6323 - loss: 0.6829
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6174 - loss: 0.6897
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6222 - loss: 0.6793
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6274 - loss: 0.6835   
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6785 - loss: 0.6739
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6963 - loss: 0.6678
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6670 - loss: 0.6707
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6536 - loss: 0.6704
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6447 - loss: 0.6779
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6784 - loss: 0.6642
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6680 - loss: 0.6655
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.6912 - loss: 0.6621
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7319 - loss: 0.6550  
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6946 - loss: 0.6471
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6540 - loss: 0.6560  
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7475 - loss: 0.6355  
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - accuracy: 0.6212 - loss: 0.6690 
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.7211 - loss: 0.6335
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.7331 - loss: 0.6376
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6693 - loss: 0.6483
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6381 - loss: 0.6567
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.6712 - loss: 0.6488
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6720 - loss: 0.6337
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7053 - loss: 0.6247
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7003 - loss: 0.6220
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.7094 - loss: 0.6242
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6664 - loss: 0.6284
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7482 - loss: 0.5957
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7026 - loss: 0.6151  
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.6408 - loss: 0.6364
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 738us/step - accuracy: 0.6472 - loss: 0.6139
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.6517 - loss: 0.6348
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.6882 - loss: 0.6092
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6822 - loss: 0.6073
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.7519 - loss: 0.5816
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7303 - loss: 0.5817
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6676 - loss: 0.6124
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7245 - loss: 0.5704
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6790 - loss: 0.6055
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.7188 - loss: 0.5640
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7070 - loss: 0.5786  
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6593 - loss: 0.5956
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.6697 - loss: 0.5867
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6908 - loss: 0.5878
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7013 - loss: 0.5567 
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6727 - loss: 0.5838
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6493 - loss: 0.5845
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.7014 - loss: 0.5510
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6741 - loss: 0.5508
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7384 - loss: 0.5240
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.6283 - loss: 0.5724 
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6494 - loss: 0.5631  
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.6629 - loss: 0.5570
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.7232 - loss: 0.5234
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.6873 - loss: 0.5369
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 760us/step - accuracy: 0.6886 - loss: 0.5298
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7108 - loss: 0.5430
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.7818 - loss: 0.5264
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8378 - loss: 0.5046  
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8548 - loss: 0.4773
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.8380 - loss: 0.5026
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8835 - loss: 0.4671
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8430 - loss: 0.4640
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8694 - loss: 0.4737
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8840 - loss: 0.4609
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8675 - loss: 0.4545
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.8363 - loss: 0.4506
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 747us/step - accuracy: 0.8455 - loss: 0.4656
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.8910 - loss: 0.4317
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 791us/step - accuracy: 0.8661 - loss: 0.4485
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8973 - loss: 0.4160
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 761us/step - accuracy: 0.9111 - loss: 0.4188
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8627 - loss: 0.4303
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8189 - loss: 0.4758
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9024 - loss: 0.3962  
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8699 - loss: 0.4343  
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9043 - loss: 0.3841
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.8973 - loss: 0.4121
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8829 - loss: 0.4006
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.8676 - loss: 0.4255
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 775us/step - accuracy: 0.8867 - loss: 0.3815
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8724 - loss: 0.4063
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9241 - loss: 0.3782
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8637 - loss: 0.3895  
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9058 - loss: 0.3601
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 770us/step - accuracy: 0.9071 - loss: 0.3643
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9174 - loss: 0.3321
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8963 - loss: 0.3807
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8832 - loss: 0.3470
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8528 - loss: 0.3995  
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8776 - loss: 0.3651  
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9247 - loss: 0.3372  
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8963 - loss: 0.3268  
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3520
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9040 - loss: 0.3478
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 755us/step - accuracy: 0.8267 - loss: 0.3960
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8917 - loss: 0.3048  
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9080 - loss: 0.3130
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8064 - loss: 0.3975   
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8925 - loss: 0.3480
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8922 - loss: 0.3203
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.8921 - loss: 0.3414
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9142 - loss: 0.3065
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8447 - loss: 0.3528
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8754 - loss: 0.3307
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.8406 - loss: 0.3440
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8637 - loss: 0.3300  
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9213 - loss: 0.2610
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8815 - loss: 0.2955
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 766us/step - accuracy: 0.9100 - loss: 0.2609
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 760us/step - accuracy: 0.9157 - loss: 0.2704
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9389 - loss: 0.2493
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9290 - loss: 0.2402
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8957 - loss: 0.2906
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9185 - loss: 0.2577
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9074 - loss: 0.2530
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8801 - loss: 0.2744
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9412 - loss: 0.2020
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9202 - loss: 0.2271  
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.8963 - loss: 0.2535
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9401 - loss: 0.1993
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9119 - loss: 0.2288  
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9339 - loss: 0.2036
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9386 - loss: 0.2092
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9151 - loss: 0.2160
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9124 - loss: 0.2536
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8944 - loss: 0.2276
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9353 - loss: 0.2072
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.9237 - loss: 0.2041
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9176 - loss: 0.2293
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9264 - loss: 0.1951  
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9490 - loss: 0.1977
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9497 - loss: 0.1974
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9777 - loss: 0.1704
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9249 - loss: 0.2204
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9447 - loss: 0.1733
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9668 - loss: 0.1537  
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9287 - loss: 0.1911  
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9421 - loss: 0.2034
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9587 - loss: 0.1773
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9643 - loss: 0.1787
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9643 - loss: 0.1623
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.9271 - loss: 0.1993
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9606 - loss: 0.1522
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9436 - loss: 0.1756
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.9452 - loss: 0.1716
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.9515 - loss: 0.1506
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9542 - loss: 0.1361
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9842 - loss: 0.1224
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9505 - loss: 0.1519  
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9842 - loss: 0.1191  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9625 - loss: 0.1547  
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9727 - loss: 0.1345
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9633 - loss: 0.1402
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.9744 - loss: 0.1215
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9516 - loss: 0.1465
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.1152
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9593 - loss: 0.1343
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9691 - loss: 0.1212
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 750us/step - accuracy: 0.9902 - loss: 0.1310
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9620 - loss: 0.1369
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9569 - loss: 0.1334
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9561 - loss: 0.1351
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9517 - loss: 0.1428  
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.9665 - loss: 0.1330
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9736 - loss: 0.0961
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9845 - loss: 0.1064
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9846 - loss: 0.1166  
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9797 - loss: 0.1027
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9864 - loss: 0.0990
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9797 - loss: 0.1244
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.9844 - loss: 0.0956
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - accuracy: 0.9967 - loss: 0.0963
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - accuracy: 0.9789 - loss: 0.1025
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9867 - loss: 0.1117
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.9865 - loss: 0.0881
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9931 - loss: 0.0989
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9732 - loss: 0.1275
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9982 - loss: 0.0761  
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.1023
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9879 - loss: 0.0929
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.9843 - loss: 0.0942
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9883 - loss: 0.0842
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.9931 - loss: 0.0851
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9851 - loss: 0.0820
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9930 - loss: 0.0869
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.9977 - loss: 0.0790
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9910 - loss: 0.0829
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9928 - loss: 0.0982
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9835 - loss: 0.1258
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9849 - loss: 0.0918
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9732 - loss: 0.0990
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9914 - loss: 0.0760
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9811 - loss: 0.0896
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9880 - loss: 0.0903
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9736 - loss: 0.0839
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9939 - loss: 0.0929
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9930 - loss: 0.0860
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9987 - loss: 0.0740
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9982 - loss: 0.0716
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9938 - loss: 0.0739
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0806  
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9989 - loss: 0.0800
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9650 - loss: 0.0964
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9876 - loss: 0.0837
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9957 - loss: 0.0687
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9855 - loss: 0.0820
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9665 - loss: 0.0853
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9949 - loss: 0.0781
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9899 - loss: 0.0709
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9902 - loss: 0.0622
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9748 - loss: 0.0831
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9777 - loss: 0.0956
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9890 - loss: 0.0733
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9923 - loss: 0.0693
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.9981 - loss: 0.0616
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.9875 - loss: 0.0601
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0680  
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9869 - loss: 0.0744
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9946 - loss: 0.0503  
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9930 - loss: 0.0709
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 791us/step - accuracy: 0.9929 - loss: 0.0618
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9880 - loss: 0.0718
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9910 - loss: 0.0762  
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9886 - loss: 0.0716
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0616
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9839 - loss: 0.0753
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 737us/step - accuracy: 0.9929 - loss: 0.0640
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9992 - loss: 0.0754  
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0660
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.9853 - loss: 0.0593
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9726 - loss: 0.0703
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.9910 - loss: 0.0609
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9936 - loss: 0.0717
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9921 - loss: 0.0497
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9975 - loss: 0.0561
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9869 - loss: 0.0660
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9859 - loss: 0.0583
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9667 - loss: 0.0727
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9954 - loss: 0.0684
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9894 - loss: 0.0655
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9955 - loss: 0.0531
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9948 - loss: 0.0670
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9807 - loss: 0.0603
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9923 - loss: 0.0548
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9976 - loss: 0.0673  
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - accuracy: 0.9859 - loss: 0.0590
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9937 - loss: 0.0483
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0605
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9779 - loss: 0.0635
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.9774 - loss: 0.0552
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9960 - loss: 0.0665
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9859 - loss: 0.0603
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9879 - loss: 0.0663
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9975 - loss: 0.0497
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9746 - loss: 0.0582
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9769 - loss: 0.0718
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9740 - loss: 0.0585
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9840 - loss: 0.0544
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9689 - loss: 0.0677
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9933 - loss: 0.0551
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9602 - loss: 0.0644
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9899 - loss: 0.0436
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9978 - loss: 0.0600
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9842 - loss: 0.0639
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9868 - loss: 0.0518
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9834 - loss: 0.0453
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9755 - loss: 0.0568
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9789 - loss: 0.0738
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0519
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9904 - loss: 0.0640
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9920 - loss: 0.0549
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9789 - loss: 0.0547
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9648 - loss: 0.0710
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9922 - loss: 0.0493
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9831 - loss: 0.0468
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9960 - loss: 0.0590
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9865 - loss: 0.0714
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9833 - loss: 0.0501
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9835 - loss: 0.0532
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9948 - loss: 0.0486
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9796 - loss: 0.0493
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9995 - loss: 0.0531
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9879 - loss: 0.0705
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9906 - loss: 0.0516
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9936 - loss: 0.0508
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.9858 - loss: 0.0441
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9835 - loss: 0.0521
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9950 - loss: 0.0598
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9918 - loss: 0.0457
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9936 - loss: 0.0494
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9923 - loss: 0.0445
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9936 - loss: 0.0678
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9987 - loss: 0.0413
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9865 - loss: 0.0643
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9824 - loss: 0.0460
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0508
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9872 - loss: 0.0419
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9987 - loss: 0.0366
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9938 - loss: 0.0439
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9709 - loss: 0.0538
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0362
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9979 - loss: 0.0385
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9989 - loss: 0.0383
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9904 - loss: 0.0601
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9746 - loss: 0.0515
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9944 - loss: 0.0419
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9927 - loss: 0.0464
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.9940 - loss: 0.0368
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0456
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9794 - loss: 0.0461
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9834 - loss: 0.0438
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0463
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9918 - loss: 0.0425
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.9770 - loss: 0.0503
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9966 - loss: 0.0434
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9529 - loss: 0.0564
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9985 - loss: 0.0517
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9745 - loss: 0.0450
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9672 - loss: 0.0533
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9964 - loss: 0.0334
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 772us/step - accuracy: 0.9903 - loss: 0.0368
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9816 - loss: 0.0633
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0484
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9539 - loss: 0.0613
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9706 - loss: 0.0688
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9812 - loss: 0.0539
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.9731 - loss: 0.0492
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9749 - loss: 0.0440
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9819 - loss: 0.0634  
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 720us/step - accuracy: 0.9803 - loss: 0.0487
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - accuracy: 0.9979 - loss: 0.0346
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9891 - loss: 0.0430  
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9785 - loss: 0.0518
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9817 - loss: 0.0409
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9758 - loss: 0.0548
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9638 - loss: 0.0512
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9834 - loss: 0.0419  
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9673 - loss: 0.0525
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9647 - loss: 0.0550
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9446 - loss: 0.0708
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 758us/step - accuracy: 0.9534 - loss: 0.0585
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.9891 - loss: 0.0445
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9883 - loss: 0.0303
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9660 - loss: 0.0573
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0519
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9882 - loss: 0.0494
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9905 - loss: 0.0356
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0404
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 726us/step - accuracy: 0.9951 - loss: 0.0369
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9872 - loss: 0.0524
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0462
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9953 - loss: 0.0454
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9868 - loss: 0.0383
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.9749 - loss: 0.0502
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9636 - loss: 0.0584
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0425
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.9560 - loss: 0.0758
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9881 - loss: 0.0547  
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9831 - loss: 0.0360
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9764 - loss: 0.0421
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9900 - loss: 0.0449
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9718 - loss: 0.0448
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9423 - loss: 0.0705
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9693 - loss: 0.0518
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9986 - loss: 0.0335
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9955 - loss: 0.0290
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9728 - loss: 0.0473
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9985 - loss: 0.0281
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9497 - loss: 0.0607
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9851 - loss: 0.0336
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9823 - loss: 0.0476
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9951 - loss: 0.0289
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9872 - loss: 0.0390
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9877 - loss: 0.0384
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9737 - loss: 0.0468  
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9954 - loss: 0.0400
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9839 - loss: 0.0449
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9713 - loss: 0.0579
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9823 - loss: 0.0516
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9893 - loss: 0.0492
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9887 - loss: 0.0397
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9749 - loss: 0.0522
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 740us/step - accuracy: 0.9972 - loss: 0.0251
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9793 - loss: 0.0446 
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 3ms/step - accuracy: 0.4529 - loss: 0.6958
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5061 - loss: 0.6964
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4863 - loss: 0.6959 
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4678 - loss: 0.6999 
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4876 - loss: 0.6914   
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4219 - loss: 0.6998
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4263 - loss: 0.7014
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4682 - loss: 0.7004
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4824 - loss: 0.6956
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4671 - loss: 0.6981 
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5187 - loss: 0.6941
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4126 - loss: 0.6995
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4690 - loss: 0.6933
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4157 - loss: 0.6990  
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4978 - loss: 0.6927
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.6113 - loss: 0.6901
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4590 - loss: 0.6984
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5482 - loss: 0.6933
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5579 - loss: 0.6940
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.4568 - loss: 0.6958
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5825 - loss: 0.6923
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5971 - loss: 0.6910
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5188 - loss: 0.6960  
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4773 - loss: 0.6929
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3933 - loss: 0.6962  
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5828 - loss: 0.6929
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.6223 - loss: 0.6898
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5631 - loss: 0.6939
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3963 - loss: 0.6955
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4764 - loss: 0.6922
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5640 - loss: 0.6908
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6257 - loss: 0.6924
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5229 - loss: 0.6950
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.4961 - loss: 0.6947
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5962 - loss: 0.6922
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4513 - loss: 0.6939 
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6408 - loss: 0.6948
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4473 - loss: 0.6950
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5298 - loss: 0.6953
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6658 - loss: 0.6913
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4373 - loss: 0.6935
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6048 - loss: 0.6913   
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5292 - loss: 0.6940   
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6512 - loss: 0.6924
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5982 - loss: 0.6940  
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6308 - loss: 0.6911
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.4417 - loss: 0.6950 
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5273 - loss: 0.6875
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5429 - loss: 0.6942
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6357 - loss: 0.6936
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3950 - loss: 0.6984
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6921 - loss: 0.6890
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6239 - loss: 0.6899
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 742us/step - accuracy: 0.5722 - loss: 0.6941 
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5508 - loss: 0.6922 
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4348 - loss: 0.6876  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6214 - loss: 0.6928  
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.4889 - loss: 0.6983 
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6080 - loss: 0.6911 
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6057 - loss: 0.6946
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6810 - loss: 0.6885
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6208 - loss: 0.6918
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6316 - loss: 0.6913
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.6664 - loss: 0.6878
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5800 - loss: 0.6890
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5850 - loss: 0.6875
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.6108 - loss: 0.6886 
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6118 - loss: 0.6869 
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6670 - loss: 0.6831   
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7297 - loss: 0.6821
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6175 - loss: 0.6815 
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6994 - loss: 0.6730
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.6459 - loss: 0.6761
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6725 - loss: 0.6817
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7144 - loss: 0.6710
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6336 - loss: 0.6822   
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 762us/step - accuracy: 0.6805 - loss: 0.6696
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7028 - loss: 0.6631
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5887 - loss: 0.6781 
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6818 - loss: 0.6638  
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.7586 - loss: 0.6349
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7087 - loss: 0.6486
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.6965 - loss: 0.6411
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7193 - loss: 0.6420
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.6720 - loss: 0.6459
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.6427 - loss: 0.6497
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.7122 - loss: 0.6392
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6643 - loss: 0.6325
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7239 - loss: 0.6212
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.6433 - loss: 0.6273 
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6665 - loss: 0.6242   
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.6960 - loss: 0.6044
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7133 - loss: 0.5961
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.6603 - loss: 0.6141
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6841 - loss: 0.6060
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5869 - loss: 0.6429 
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5831 - loss: 0.6478
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 766us/step - accuracy: 0.7213 - loss: 0.5773
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.6842 - loss: 0.5968
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7043 - loss: 0.5793
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7476 - loss: 0.5453  
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.6797 - loss: 0.5775
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.7232 - loss: 0.5649
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6941 - loss: 0.5985 
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7309 - loss: 0.5568
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.6565 - loss: 0.5698
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.6549 - loss: 0.5803
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6893 - loss: 0.5555
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7507 - loss: 0.5201
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.6863 - loss: 0.5564
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7083 - loss: 0.5496
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.7167 - loss: 0.5363
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.6187 - loss: 0.5656
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6514 - loss: 0.5698
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 769us/step - accuracy: 0.6960 - loss: 0.5135
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 756us/step - accuracy: 0.7069 - loss: 0.5160
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7739 - loss: 0.5137
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8055 - loss: 0.4609
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8477 - loss: 0.4501
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7929 - loss: 0.4857
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.7930 - loss: 0.4905
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7900 - loss: 0.4963
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.8317 - loss: 0.4592
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8858 - loss: 0.4696
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8875 - loss: 0.4160
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8435 - loss: 0.4693  
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.8718 - loss: 0.4265
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.8539 - loss: 0.4193
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.8466 - loss: 0.4216
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8531 - loss: 0.4469
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8739 - loss: 0.4066
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8585 - loss: 0.4164
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.8630 - loss: 0.3874
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8464 - loss: 0.4027
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8550 - loss: 0.3938
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8725 - loss: 0.3965
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8828 - loss: 0.3888
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8680 - loss: 0.3782  
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8497 - loss: 0.4113
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8581 - loss: 0.4069
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8846 - loss: 0.3619
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.8878 - loss: 0.3420
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8895 - loss: 0.3612
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8707 - loss: 0.3669
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.8354 - loss: 0.4067
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.8690 - loss: 0.3878
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8703 - loss: 0.3735
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8662 - loss: 0.3435
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8509 - loss: 0.3827
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8334 - loss: 0.4031
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8538 - loss: 0.3822
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.8725 - loss: 0.3626
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8899 - loss: 0.3234
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9046 - loss: 0.3255
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.8643 - loss: 0.3570
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8770 - loss: 0.3599
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8741 - loss: 0.3472
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8103 - loss: 0.4070
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.8626 - loss: 0.3483
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9049 - loss: 0.2775
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9017 - loss: 0.3205
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.8938 - loss: 0.2984
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8701 - loss: 0.3157
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8738 - loss: 0.3231  
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8679 - loss: 0.3109
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.9049 - loss: 0.2721
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9217 - loss: 0.2374
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.9069 - loss: 0.2864
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8737 - loss: 0.2997  
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9184 - loss: 0.2595
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8785 - loss: 0.3094
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9287 - loss: 0.2413
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9290 - loss: 0.2379
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8880 - loss: 0.2710
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9065 - loss: 0.2720
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8943 - loss: 0.2555
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9090 - loss: 0.2327
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9045 - loss: 0.2369
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.8992 - loss: 0.2236
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9142 - loss: 0.2170
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8826 - loss: 0.2549
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9104 - loss: 0.2272
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9344 - loss: 0.2084
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9198 - loss: 0.2173
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9008 - loss: 0.2229
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9721 - loss: 0.1433
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9371 - loss: 0.1827
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9377 - loss: 0.1689  
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9246 - loss: 0.1887
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9308 - loss: 0.1780
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9667 - loss: 0.1363
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9433 - loss: 0.1730
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8901 - loss: 0.2261
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9578 - loss: 0.1725
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9655 - loss: 0.1400
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9329 - loss: 0.1687
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9525 - loss: 0.1352
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9812 - loss: 0.0998
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9281 - loss: 0.1747
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9700 - loss: 0.1245
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9682 - loss: 0.1350
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9701 - loss: 0.1140
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9842 - loss: 0.0982
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9785 - loss: 0.1098
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9406 - loss: 0.1287
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9794 - loss: 0.0926
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9760 - loss: 0.0915
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9740 - loss: 0.1081
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9833 - loss: 0.1023
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.9593 - loss: 0.1093
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9766 - loss: 0.1008
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.9741 - loss: 0.0810
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9783 - loss: 0.0826
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.9905 - loss: 0.0843
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9676 - loss: 0.0967
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.9728 - loss: 0.0786
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.9904 - loss: 0.0631
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9709 - loss: 0.0786  
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9763 - loss: 0.0850
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9679 - loss: 0.1041
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9742 - loss: 0.0805
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9670 - loss: 0.0983
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.9601 - loss: 0.0826
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9841 - loss: 0.0566
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9944 - loss: 0.0580
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9750 - loss: 0.0703
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9804 - loss: 0.0584
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9946 - loss: 0.0586
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9869 - loss: 0.0593
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0556  
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9883 - loss: 0.0523
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9945 - loss: 0.0510
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9942 - loss: 0.0559
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9975 - loss: 0.0484
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9764 - loss: 0.0591
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9747 - loss: 0.0678  
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9868 - loss: 0.0677
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9952 - loss: 0.0602
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9753 - loss: 0.0761
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9674 - loss: 0.0592
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0583
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9915 - loss: 0.0465
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9950 - loss: 0.0533
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.9420 - loss: 0.0880
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.9911 - loss: 0.0473
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9944 - loss: 0.0427
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0451
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9766 - loss: 0.0540  
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9633 - loss: 0.0703
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9614 - loss: 0.0631
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9773 - loss: 0.0581
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9914 - loss: 0.0564
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9798 - loss: 0.0634
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9938 - loss: 0.0404
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9913 - loss: 0.0412
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9839 - loss: 0.0437
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9916 - loss: 0.0401
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9957 - loss: 0.0414
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9862 - loss: 0.0589
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9925 - loss: 0.0374  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0713  
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9823 - loss: 0.0650
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9955 - loss: 0.0390
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0355
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9886 - loss: 0.0502
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9852 - loss: 0.0606
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0366
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9891 - loss: 0.0382
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9952 - loss: 0.0464
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9914 - loss: 0.0400
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.9857 - loss: 0.0426
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9679 - loss: 0.0490
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9944 - loss: 0.0413
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9967 - loss: 0.0487
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9898 - loss: 0.0433
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9887 - loss: 0.0314
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9646 - loss: 0.0819
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9953 - loss: 0.0340
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9886 - loss: 0.0391
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9958 - loss: 0.0280
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9876 - loss: 0.0434
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0597
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0517
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9790 - loss: 0.0434  
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9659 - loss: 0.0642
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9830 - loss: 0.0530
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9923 - loss: 0.0352
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9908 - loss: 0.0489
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9976 - loss: 0.0220
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9896 - loss: 0.0334
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.9811 - loss: 0.0446
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9881 - loss: 0.0437
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9825 - loss: 0.0440
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9933 - loss: 0.0292
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9930 - loss: 0.0454
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9717 - loss: 0.0494
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9932 - loss: 0.0313
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0390
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9882 - loss: 0.0318
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9780 - loss: 0.0456
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9865 - loss: 0.0356
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9819 - loss: 0.0614
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9957 - loss: 0.0314
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9944 - loss: 0.0350
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9528 - loss: 0.0665
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9714 - loss: 0.0540 
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9986 - loss: 0.0168
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.9921 - loss: 0.0311
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9926 - loss: 0.0296
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9764 - loss: 0.0548
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.9924 - loss: 0.0404
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.9871 - loss: 0.0308
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9906 - loss: 0.0432
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0314
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0397
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9713 - loss: 0.0489
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9872 - loss: 0.0289
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9959 - loss: 0.0337
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9769 - loss: 0.0453
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0371
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9820 - loss: 0.0385
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9738 - loss: 0.0492
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9904 - loss: 0.0394
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.9922 - loss: 0.0407
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9651 - loss: 0.0665
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9953 - loss: 0.0278
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9877 - loss: 0.0294
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9939 - loss: 0.0208
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9850 - loss: 0.0359
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.9931 - loss: 0.0321
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9847 - loss: 0.0378
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - accuracy: 0.9928 - loss: 0.0316
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9948 - loss: 0.0261
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9973 - loss: 0.0229
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.9830 - loss: 0.0367
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9801 - loss: 0.0483
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9799 - loss: 0.0406
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9797 - loss: 0.0354
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.9823 - loss: 0.0476
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9749 - loss: 0.0404
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.9760 - loss: 0.0475
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9859 - loss: 0.0441
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9866 - loss: 0.0308
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9759 - loss: 0.0499
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9856 - loss: 0.0333
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9939 - loss: 0.0259
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9946 - loss: 0.0243 
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.9960 - loss: 0.0245
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9884 - loss: 0.0323
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9960 - loss: 0.0367
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9914 - loss: 0.0236 
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0166 
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9643 - loss: 0.0592 
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9850 - loss: 0.0318
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9517 - loss: 0.0886  
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9969 - loss: 0.0204
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9932 - loss: 0.0221
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9955 - loss: 0.0211
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9803 - loss: 0.0367
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9844 - loss: 0.0282
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0420
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9552 - loss: 0.0786
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9963 - loss: 0.0191
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9966 - loss: 0.0264
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9952 - loss: 0.0224
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0240  
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0557
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9926 - loss: 0.0222
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9834 - loss: 0.0472
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9678 - loss: 0.0719
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0173  
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9968 - loss: 0.0213
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9986 - loss: 0.0184
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9853 - loss: 0.0321
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9895 - loss: 0.0386
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9976 - loss: 0.0178
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9952 - loss: 0.0231
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0187   
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9629 - loss: 0.0673
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9890 - loss: 0.0383
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9813 - loss: 0.0408
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9930 - loss: 0.0269
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9875 - loss: 0.0299
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9904 - loss: 0.0226
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9772 - loss: 0.0429
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9926 - loss: 0.0249
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9952 - loss: 0.0236
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9642 - loss: 0.0647
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9924 - loss: 0.0324
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9809 - loss: 0.0398
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9900 - loss: 0.0299
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9654 - loss: 0.0689
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9776 - loss: 0.0406
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.9977 - loss: 0.0185
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.9332 - loss: 0.1106
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9784 - loss: 0.0396
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9851 - loss: 0.0332
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.9731 - loss: 0.0565
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9897 - loss: 0.0224
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9936 - loss: 0.0225
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9793 - loss: 0.0406  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5286 - loss: 0.6958  
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.6379 - loss: 0.6815
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.5939 - loss: 0.6910
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5913 - loss: 0.6895
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.6671 - loss: 0.6787
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.6504 - loss: 0.6771
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6516 - loss: 0.6671
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5706 - loss: 0.6808
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6268 - loss: 0.6739
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.7252 - loss: 0.6390
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7311 - loss: 0.6336
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.6288 - loss: 0.6529
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.6687 - loss: 0.6422 
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.6572 - loss: 0.6375
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.6787 - loss: 0.6154
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6972 - loss: 0.6121
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7454 - loss: 0.5798
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6906 - loss: 0.6111   
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6922 - loss: 0.5950
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7480 - loss: 0.5718
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6514 - loss: 0.6078
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.7132 - loss: 0.5666
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6688 - loss: 0.5958
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6974 - loss: 0.5679
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7351 - loss: 0.5602
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6848 - loss: 0.5731
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.6647 - loss: 0.5759
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6466 - loss: 0.5838  
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6860 - loss: 0.5441 
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6212 - loss: 0.5707  
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6958 - loss: 0.5256
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7094 - loss: 0.5166
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7135 - loss: 0.5191
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6930 - loss: 0.5678
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.7794 - loss: 0.5128 
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8124 - loss: 0.5076
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8614 - loss: 0.4791  
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8715 - loss: 0.4917  
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8399 - loss: 0.4860
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8771 - loss: 0.4492
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8607 - loss: 0.4594
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.9064 - loss: 0.4432
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8831 - loss: 0.4195
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8805 - loss: 0.4341
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.8519 - loss: 0.4431
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8930 - loss: 0.4284
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8427 - loss: 0.4360
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8521 - loss: 0.3975
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8457 - loss: 0.3932
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8464 - loss: 0.4268
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.8401 - loss: 0.4230
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9233 - loss: 0.3560  
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8661 - loss: 0.4166
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9122 - loss: 0.3434
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.8954 - loss: 0.3720
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8589 - loss: 0.4008
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8528 - loss: 0.3841
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8824 - loss: 0.3749
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8811 - loss: 0.3515
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9039 - loss: 0.3573
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8775 - loss: 0.3549
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8942 - loss: 0.3363
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8629 - loss: 0.3744
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.8467 - loss: 0.4115
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8531 - loss: 0.3755
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8101 - loss: 0.3961  
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9122 - loss: 0.3306
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8743 - loss: 0.3425
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.8236 - loss: 0.4127
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8971 - loss: 0.3387
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8589 - loss: 0.3877
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8317 - loss: 0.3984
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8450 - loss: 0.4100  
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8696 - loss: 0.3632
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.9034 - loss: 0.3339
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8961 - loss: 0.3171  
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8471 - loss: 0.3942
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9057 - loss: 0.3088
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8689 - loss: 0.3627  
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8670 - loss: 0.3386
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8986 - loss: 0.3424
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8825 - loss: 0.3556
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8994 - loss: 0.3011
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 754us/step - accuracy: 0.8674 - loss: 0.3519
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8782 - loss: 0.3218
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8445 - loss: 0.3953
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8901 - loss: 0.3288
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8747 - loss: 0.3812
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8668 - loss: 0.3675
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.7675 - loss: 0.4892
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8199 - loss: 0.4060
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.8308 - loss: 0.3846
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.8627 - loss: 0.3917
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9029 - loss: 0.3069
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8351 - loss: 0.4248  
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8742 - loss: 0.3761
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8942 - loss: 0.3201
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8126 - loss: 0.4065
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8501 - loss: 0.3753
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8720 - loss: 0.3152  
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8349 - loss: 0.4412 
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8773 - loss: 0.3057
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8423 - loss: 0.3575
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8124 - loss: 0.3947  
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8461 - loss: 0.3867
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8605 - loss: 0.3494
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8859 - loss: 0.3224  
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8388 - loss: 0.3657
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9152 - loss: 0.2670
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8777 - loss: 0.3454
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.8072 - loss: 0.4026
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8750 - loss: 0.3425
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8866 - loss: 0.3047
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8804 - loss: 0.3385
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8506 - loss: 0.3926
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8684 - loss: 0.3093
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8680 - loss: 0.3692
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8827 - loss: 0.3447
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9043 - loss: 0.2983
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8711 - loss: 0.3469
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8557 - loss: 0.3513  
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8176 - loss: 0.4329
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9197 - loss: 0.2714  
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9085 - loss: 0.2749
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8652 - loss: 0.3534
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8625 - loss: 0.3786
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8952 - loss: 0.3165
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8736 - loss: 0.3269
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8641 - loss: 0.3444
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8901 - loss: 0.3389
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8115 - loss: 0.3758
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.8945 - loss: 0.3036
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8793 - loss: 0.3165
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9018 - loss: 0.2996
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8121 - loss: 0.4350
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8869 - loss: 0.3385  
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8220 - loss: 0.3767
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8230 - loss: 0.4168   
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8983 - loss: 0.3129
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8569 - loss: 0.3878
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.8707 - loss: 0.3369
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8896 - loss: 0.3335  
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8244 - loss: 0.4253
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8564 - loss: 0.3328
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8890 - loss: 0.3404
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.8499 - loss: 0.3830
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8603 - loss: 0.3787
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8941 - loss: 0.3043
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8707 - loss: 0.3306
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9207 - loss: 0.2828
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9237 - loss: 0.2754
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8010 - loss: 0.4185
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8397 - loss: 0.3558
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8843 - loss: 0.3472
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8456 - loss: 0.3815
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8847 - loss: 0.3515
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.8633 - loss: 0.3644
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8357 - loss: 0.4162
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8750 - loss: 0.3129
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.8545 - loss: 0.3513
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.8466 - loss: 0.3997
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8788 - loss: 0.3475
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8197 - loss: 0.4206  
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8739 - loss: 0.3078
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8106 - loss: 0.4841   
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8634 - loss: 0.3574
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8504 - loss: 0.3431
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7929 - loss: 0.4427
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8745 - loss: 0.3182
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8196 - loss: 0.4326
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8748 - loss: 0.3267
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8472 - loss: 0.3687
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8242 - loss: 0.4351
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8521 - loss: 0.3762
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8612 - loss: 0.3392
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8955 - loss: 0.2991
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8452 - loss: 0.3736
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.8188 - loss: 0.4160
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9183 - loss: 0.2802
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.8790 - loss: 0.2917
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8976 - loss: 0.2992
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8850 - loss: 0.3063
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8369 - loss: 0.3267
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8605 - loss: 0.3473
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8572 - loss: 0.3688
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8559 - loss: 0.3904
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8452 - loss: 0.3552
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.8712 - loss: 0.3504
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8819 - loss: 0.3366
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.8817 - loss: 0.3249
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8490 - loss: 0.3720
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8723 - loss: 0.3425
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8305 - loss: 0.4253
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.8566 - loss: 0.3656
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8441 - loss: 0.3659
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8063 - loss: 0.4489  
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8891 - loss: 0.3254
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.8684 - loss: 0.3549
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8809 - loss: 0.3302
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8928 - loss: 0.2955
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8978 - loss: 0.3026
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.8601 - loss: 0.3494
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9002 - loss: 0.2792  
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8827 - loss: 0.3261
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.8861 - loss: 0.3122
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8029 - loss: 0.4718
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.8983 - loss: 0.2920
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.8516 - loss: 0.3697
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8892 - loss: 0.3048
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.8799 - loss: 0.3114
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8169 - loss: 0.3838
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8815 - loss: 0.3222
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8375 - loss: 0.4210
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.3183
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - accuracy: 0.8743 - loss: 0.3117
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8395 - loss: 0.3846
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8843 - loss: 0.3009
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8257 - loss: 0.3956
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.8364 - loss: 0.3886
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8945 - loss: 0.2947
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9163 - loss: 0.2895
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8609 - loss: 0.3628  
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8578 - loss: 0.3063  
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8645 - loss: 0.3679
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8905 - loss: 0.3164
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.8521 - loss: 0.3229
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8430 - loss: 0.4015
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9023 - loss: 0.2960
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8659 - loss: 0.3213
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.8975 - loss: 0.3024
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8700 - loss: 0.3430
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8734 - loss: 0.3012
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8558 - loss: 0.3319
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8712 - loss: 0.3642
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9060 - loss: 0.3061
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8400 - loss: 0.3615
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8975 - loss: 0.3056
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8427 - loss: 0.4109
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8711 - loss: 0.3654
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8571 - loss: 0.3591
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8556 - loss: 0.3449
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9124 - loss: 0.2872  
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8425 - loss: 0.3730
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8230 - loss: 0.4182  
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.8388 - loss: 0.4040
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8477 - loss: 0.4020
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8111 - loss: 0.4158
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8305 - loss: 0.3693  
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8513 - loss: 0.3645
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8442 - loss: 0.3706
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8713 - loss: 0.3117  
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8530 - loss: 0.3841
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8669 - loss: 0.3439
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8407 - loss: 0.3970
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8142 - loss: 0.4261
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8199 - loss: 0.4036
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8710 - loss: 0.3515
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8376 - loss: 0.4419
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8634 - loss: 0.3537
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8769 - loss: 0.3429
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8589 - loss: 0.3770
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8560 - loss: 0.3163
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8862 - loss: 0.3238
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8751 - loss: 0.3294
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8509 - loss: 0.3730
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8625 - loss: 0.3537
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8666 - loss: 0.3886
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9065 - loss: 0.2790
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8586 - loss: 0.3518  
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8705 - loss: 0.3287
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8858 - loss: 0.3068
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8279 - loss: 0.3849
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.8807 - loss: 0.2869
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8474 - loss: 0.3433
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8319 - loss: 0.4057
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8700 - loss: 0.2971
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.8696 - loss: 0.3554
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8759 - loss: 0.3130
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9025 - loss: 0.3079
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8340 - loss: 0.3542
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8603 - loss: 0.3574
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.8741 - loss: 0.3354
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8897 - loss: 0.3063
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8788 - loss: 0.2805
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8628 - loss: 0.3258
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9079 - loss: 0.3001
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8832 - loss: 0.3572  
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8537 - loss: 0.3736   
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8608 - loss: 0.3250
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8916 - loss: 0.3101
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.8887 - loss: 0.3239
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9023 - loss: 0.3202
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8406 - loss: 0.3638
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8614 - loss: 0.3513  
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8836 - loss: 0.2966
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8891 - loss: 0.2780
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8480 - loss: 0.3610
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8276 - loss: 0.3830  
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8371 - loss: 0.3497   
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8273 - loss: 0.3459  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8435 - loss: 0.3532
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8541 - loss: 0.4232
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.8816 - loss: 0.3402
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8996 - loss: 0.3336
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8603 - loss: 0.3866  
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8386 - loss: 0.3466
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.8621 - loss: 0.3324
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8358 - loss: 0.3485
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9002 - loss: 0.2780
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8761 - loss: 0.3112
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8627 - loss: 0.3407
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8770 - loss: 0.2725
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8489 - loss: 0.4009
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8415 - loss: 0.4121
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.8728 - loss: 0.2882
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7735 - loss: 0.5143 
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8552 - loss: 0.3576
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.8813 - loss: 0.3067
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8934 - loss: 0.2985
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8416 - loss: 0.3784
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8822 - loss: 0.3084
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9116 - loss: 0.2799
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8983 - loss: 0.2885
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.8803 - loss: 0.3311
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8461 - loss: 0.3831
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8426 - loss: 0.3191
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.8669 - loss: 0.3358
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.8589 - loss: 0.3736
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8584 - loss: 0.3465
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8475 - loss: 0.3151
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9088 - loss: 0.2885
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.8333 - loss: 0.3740
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8577 - loss: 0.3524
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8608 - loss: 0.3311
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8718 - loss: 0.3134
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8951 - loss: 0.2826
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8806 - loss: 0.3242  
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8431 - loss: 0.3357
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8735 - loss: 0.3309
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8511 - loss: 0.3593
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8519 - loss: 0.3556
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8827 - loss: 0.3043
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8379 - loss: 0.4603
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9320 - loss: 0.2164
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.8873 - loss: 0.3219
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8844 - loss: 0.3178
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8618 - loss: 0.3475
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.3081
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8395 - loss: 0.3547
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8650 - loss: 0.3227  
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.8635 - loss: 0.3308
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8430 - loss: 0.3825  
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8374 - loss: 0.3536
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8599 - loss: 0.3644
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.8749 - loss: 0.3878
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.8874 - loss: 0.3138
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9278 - loss: 0.2411
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.3038  
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.8714 - loss: 0.3739
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8748 - loss: 0.2920  
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8603 - loss: 0.3480
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8623 - loss: 0.2986
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8445 - loss: 0.3270
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 800us/step - accuracy: 0.8877 - loss: 0.3148
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9221 - loss: 0.2774
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8287 - loss: 0.3746  
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8865 - loss: 0.3180
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8249 - loss: 0.3465
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8369 - loss: 0.3296
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8324 - loss: 0.3746
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8462 - loss: 0.3703
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9007 - loss: 0.3267
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8342 - loss: 0.3560
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8978 - loss: 0.3298
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.8381 - loss: 0.3518
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8475 - loss: 0.3349
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8351 - loss: 0.3449
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8447 - loss: 0.3843
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8678 - loss: 0.3269
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.8577 - loss: 0.3563
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8261 - loss: 0.3753
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8214 - loss: 0.3950
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8030 - loss: 0.4251   
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8488 - loss: 0.3890   
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8373 - loss: 0.3731
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9210 - loss: 0.2796
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8964 - loss: 0.3120
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8437 - loss: 0.3959  
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - accuracy: 0.8618 - loss: 0.3092
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.8437 - loss: 0.3601
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8982 - loss: 0.3339
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8846 - loss: 0.3035
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8520 - loss: 0.3433
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8704 - loss: 0.3417
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8356 - loss: 0.3941
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8996 - loss: 0.2910
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8696 - loss: 0.3388  
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8342 - loss: 0.3901
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8636 - loss: 0.3212
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8391 - loss: 0.3795
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8801 - loss: 0.3330  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 2ms/step - accuracy: 0.4871 - loss: 0.7061
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.5701 - loss: 0.6857
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5312 - loss: 0.6957
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6070 - loss: 0.6864
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.5570 - loss: 0.6934
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5908 - loss: 0.6824
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6128 - loss: 0.6891
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6395 - loss: 0.6821
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6737 - loss: 0.6737
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5982 - loss: 0.6851  
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7307 - loss: 0.6530  
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6390 - loss: 0.6686 
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.6150 - loss: 0.6675 
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5626 - loss: 0.6714
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.6353 - loss: 0.6563
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6090 - loss: 0.6575
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.6371 - loss: 0.6498
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.6653 - loss: 0.6396
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.6840 - loss: 0.6279
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6124 - loss: 0.6481   
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6811 - loss: 0.6144
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.7151 - loss: 0.6179
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6825 - loss: 0.6118
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6272 - loss: 0.6417
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6990 - loss: 0.6050  
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6415 - loss: 0.6317
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6526 - loss: 0.6193
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7254 - loss: 0.5808
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6432 - loss: 0.6463   
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.7772 - loss: 0.5319
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7112 - loss: 0.5780
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6923 - loss: 0.5860
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7072 - loss: 0.5934
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6762 - loss: 0.5850
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7032 - loss: 0.5624
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6514 - loss: 0.6212
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6756 - loss: 0.5952
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6196 - loss: 0.6158 
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6800 - loss: 0.5847   
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6828 - loss: 0.5893
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6410 - loss: 0.6211
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.7201 - loss: 0.5831
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.6800 - loss: 0.5849
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6734 - loss: 0.5859  
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7035 - loss: 0.5783
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.6584 - loss: 0.6083
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.6903 - loss: 0.5746
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7267 - loss: 0.5230
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7281 - loss: 0.5624
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6926 - loss: 0.5905
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 758us/step - accuracy: 0.6012 - loss: 0.6196
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7274 - loss: 0.5748
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7226 - loss: 0.5637
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.6440 - loss: 0.5747
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6592 - loss: 0.5933
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7038 - loss: 0.5622  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7382 - loss: 0.5553
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.7059 - loss: 0.5680
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6545 - loss: 0.6087
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.6629 - loss: 0.6087
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.7328 - loss: 0.5594
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6914 - loss: 0.5699
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.6744 - loss: 0.5787
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6960 - loss: 0.5655
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6858 - loss: 0.5856
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7200 - loss: 0.5566
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.6373 - loss: 0.5999
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.6422 - loss: 0.6067
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7095 - loss: 0.5639
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.6570 - loss: 0.5905
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7309 - loss: 0.5530
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.6845 - loss: 0.5792
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6408 - loss: 0.5915
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6142 - loss: 0.6114 
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7108 - loss: 0.5492
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6940 - loss: 0.5525
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6388 - loss: 0.6084
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6984 - loss: 0.5634
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7253 - loss: 0.5561  
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7750 - loss: 0.4996
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8343 - loss: 0.4839
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8952 - loss: 0.4410
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7978 - loss: 0.4760
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8156 - loss: 0.4028
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8667 - loss: 0.4049
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8714 - loss: 0.3564
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.8569 - loss: 0.3629
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8405 - loss: 0.4172  
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8488 - loss: 0.3621
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.8520 - loss: 0.3609
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8406 - loss: 0.3899
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8605 - loss: 0.3621
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8774 - loss: 0.3049
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8825 - loss: 0.3242
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.8826 - loss: 0.3392
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8678 - loss: 0.3257
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8695 - loss: 0.3326
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.8557 - loss: 0.3100
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8920 - loss: 0.3023
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8523 - loss: 0.3545
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8961 - loss: 0.2864
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8779 - loss: 0.2890
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9015 - loss: 0.2974
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8493 - loss: 0.2965
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8791 - loss: 0.2916
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9181 - loss: 0.2570
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8866 - loss: 0.3059
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9097 - loss: 0.2662
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.2642
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9175 - loss: 0.2301
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9152 - loss: 0.2515
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.9083 - loss: 0.2445
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8851 - loss: 0.2522
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8838 - loss: 0.2888
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9332 - loss: 0.1831
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8748 - loss: 0.2846
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9426 - loss: 0.1609  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9644 - loss: 0.1475
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9162 - loss: 0.2357
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9064 - loss: 0.2243
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9456 - loss: 0.1876  
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9438 - loss: 0.1577
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.9536 - loss: 0.1473
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9364 - loss: 0.1626
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9035 - loss: 0.2102
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9437 - loss: 0.1687  
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9319 - loss: 0.1633
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9409 - loss: 0.1409
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9681 - loss: 0.1100  
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9493 - loss: 0.1405
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9695 - loss: 0.1153
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9351 - loss: 0.1856
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9615 - loss: 0.1155
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9495 - loss: 0.1227
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9574 - loss: 0.1178
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9715 - loss: 0.0898
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9757 - loss: 0.0905
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9318 - loss: 0.1286  
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9486 - loss: 0.1183
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9788 - loss: 0.0937
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9807 - loss: 0.0925
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9470 - loss: 0.1108
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9341 - loss: 0.1549
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9698 - loss: 0.0767
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9915 - loss: 0.0502
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9268 - loss: 0.1887
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9695 - loss: 0.0778
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9798 - loss: 0.0899
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9752 - loss: 0.0892
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9625 - loss: 0.1084
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9938 - loss: 0.0462
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9523 - loss: 0.1187
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0729
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9438 - loss: 0.1082
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9710 - loss: 0.0645
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9956 - loss: 0.0675
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9739 - loss: 0.0794
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9648 - loss: 0.0809
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9465 - loss: 0.1013
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9686 - loss: 0.0634
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9514 - loss: 0.1086
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9922 - loss: 0.0409
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.9901 - loss: 0.0477
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.9743 - loss: 0.0746
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9848 - loss: 0.0492
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9740 - loss: 0.0650
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9683 - loss: 0.0872  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9776 - loss: 0.0626
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9735 - loss: 0.0556
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9716 - loss: 0.0648  
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9605 - loss: 0.0721
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9870 - loss: 0.0424
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9751 - loss: 0.0906
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9873 - loss: 0.0425
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.9850 - loss: 0.0426
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - accuracy: 0.9713 - loss: 0.0708
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0465  
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9688 - loss: 0.0905
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9723 - loss: 0.0528
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.0341
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9895 - loss: 0.0401
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9887 - loss: 0.0637  
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9624 - loss: 0.0822
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9615 - loss: 0.1075
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9936 - loss: 0.0345
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0357
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9757 - loss: 0.0489
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9638 - loss: 0.0682
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9878 - loss: 0.0482
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.9793 - loss: 0.0508
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9468 - loss: 0.1159
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.9456 - loss: 0.1209
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.9727 - loss: 0.0530
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9945 - loss: 0.0394
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9537 - loss: 0.1320
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9449 - loss: 0.1078  
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9872 - loss: 0.0414
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9869 - loss: 0.0353
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9420 - loss: 0.1577  
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9864 - loss: 0.0399
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9683 - loss: 0.0743
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9740 - loss: 0.0568
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9558 - loss: 0.0905
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.9928 - loss: 0.0278
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9696 - loss: 0.0685
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9947 - loss: 0.0307
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9975 - loss: 0.0287
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9811 - loss: 0.0514
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0484
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9846 - loss: 0.0575
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9796 - loss: 0.0537  
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9347 - loss: 0.1169
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9817 - loss: 0.0537
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9904 - loss: 0.0349
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9774 - loss: 0.0674
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9640 - loss: 0.0817
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9816 - loss: 0.0480
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9823 - loss: 0.0645
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9763 - loss: 0.0762
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9669 - loss: 0.1013
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9963 - loss: 0.0282
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9780 - loss: 0.0757
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9662 - loss: 0.0881  
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9878 - loss: 0.0376
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9646 - loss: 0.1081
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9900 - loss: 0.0421
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.9940 - loss: 0.0362
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9815 - loss: 0.0578
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9886 - loss: 0.0485
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0361
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9767 - loss: 0.0564
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9701 - loss: 0.0805  
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9962 - loss: 0.0246  
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9949 - loss: 0.0308
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9948 - loss: 0.0345
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9886 - loss: 0.0270
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9670 - loss: 0.0748
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9700 - loss: 0.0958
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9939 - loss: 0.0289
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9864 - loss: 0.0574
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9934 - loss: 0.0271
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9873 - loss: 0.0579
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.9840 - loss: 0.0345
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9743 - loss: 0.0539
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9849 - loss: 0.0410
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9767 - loss: 0.0699
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0537
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9836 - loss: 0.0587
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9939 - loss: 0.0240
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9937 - loss: 0.0312
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9842 - loss: 0.0371
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9684 - loss: 0.0794
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9862 - loss: 0.0523  
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9941 - loss: 0.0365
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.9812 - loss: 0.0469
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.9937 - loss: 0.0326
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9885 - loss: 0.0421
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9555 - loss: 0.0930
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9842 - loss: 0.0529
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.9845 - loss: 0.0514
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9775 - loss: 0.0593
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.9807 - loss: 0.0573
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9802 - loss: 0.0748
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.9940 - loss: 0.0326
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.0415
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9888 - loss: 0.0386
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9819 - loss: 0.0521
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9617 - loss: 0.0695
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9864 - loss: 0.0342
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9964 - loss: 0.0352
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.9904 - loss: 0.0349
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9896 - loss: 0.0444
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9867 - loss: 0.0365
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.9970 - loss: 0.0373
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9927 - loss: 0.0296
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9817 - loss: 0.0527
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9877 - loss: 0.0576
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9818 - loss: 0.0407
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9824 - loss: 0.0548
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0385
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9831 - loss: 0.0352
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0485
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9754 - loss: 0.0621
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.9993 - loss: 0.0177
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.0322
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9674 - loss: 0.1060
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9755 - loss: 0.0734
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0313
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9825 - loss: 0.0555
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9889 - loss: 0.0347
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0542
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9658 - loss: 0.0826
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9648 - loss: 0.0658
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0449
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9967 - loss: 0.0242
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9837 - loss: 0.0464  
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9982 - loss: 0.0207
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9787 - loss: 0.0502
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9780 - loss: 0.0408
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9842 - loss: 0.0463
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9946 - loss: 0.0294
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9928 - loss: 0.0261
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.9889 - loss: 0.0420
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9894 - loss: 0.0375  
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0566
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9653 - loss: 0.0853
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0344  
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9794 - loss: 0.0525  
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9951 - loss: 0.0285
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9850 - loss: 0.0388
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9635 - loss: 0.0765
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9984 - loss: 0.0217
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9772 - loss: 0.0484
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9912 - loss: 0.0256
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.9876 - loss: 0.0460
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9898 - loss: 0.0296
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.9728 - loss: 0.0635
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9712 - loss: 0.0667
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9655 - loss: 0.0613  
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9816 - loss: 0.0387
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9729 - loss: 0.0705
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9953 - loss: 0.0200
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9974 - loss: 0.0283  
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9608 - loss: 0.0664
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9899 - loss: 0.0359
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9819 - loss: 0.0365
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9743 - loss: 0.0461
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9899 - loss: 0.0261
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0252
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9910 - loss: 0.0238
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9774 - loss: 0.0489
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9910 - loss: 0.0203
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9831 - loss: 0.0361
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9661 - loss: 0.0569
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9779 - loss: 0.0456
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9858 - loss: 0.0338
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0447
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9771 - loss: 0.0467
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9982 - loss: 0.0224
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0290
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9786 - loss: 0.0526
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9589 - loss: 0.0568
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0203
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9921 - loss: 0.0294
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9891 - loss: 0.0351
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9839 - loss: 0.0540
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9826 - loss: 0.0453
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0460
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.9988 - loss: 0.0258
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9967 - loss: 0.0229
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0439
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9878 - loss: 0.0364  
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9827 - loss: 0.0488  
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9926 - loss: 0.0199  
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9824 - loss: 0.0516
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9917 - loss: 0.0288  
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9913 - loss: 0.0219
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9908 - loss: 0.0281
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9861 - loss: 0.0401
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9989 - loss: 0.0147
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9976 - loss: 0.0184
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0262
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.9918 - loss: 0.0345
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9922 - loss: 0.0295
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9918 - loss: 0.0223
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9895 - loss: 0.0452
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 784us/step - accuracy: 0.9926 - loss: 0.0233
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9886 - loss: 0.0456
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9957 - loss: 0.0197
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9905 - loss: 0.0285
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9385 - loss: 0.1325
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9724 - loss: 0.0440
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9859 - loss: 0.0289
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9875 - loss: 0.0363
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9758 - loss: 0.0466
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9794 - loss: 0.0521  
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9944 - loss: 0.0217
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9650 - loss: 0.0642  
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9922 - loss: 0.0396
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9905 - loss: 0.0277
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9793 - loss: 0.0435
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9662 - loss: 0.0646 
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9932 - loss: 0.0258
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0202  
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9860 - loss: 0.0309
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9908 - loss: 0.0435
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9780 - loss: 0.0448
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9751 - loss: 0.0378
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.9850 - loss: 0.0309
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9973 - loss: 0.0206
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9867 - loss: 0.0338
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9967 - loss: 0.0196
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9842 - loss: 0.0318
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9891 - loss: 0.0303
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0269
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9867 - loss: 0.0365
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9926 - loss: 0.0255
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 748us/step - accuracy: 0.9920 - loss: 0.0363
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9831 - loss: 0.0335  
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0172
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0227  
In [ ]:
# What are the resulting accuracy scores?
scores
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9928 - loss: 0.0227 
Out[ ]:
0.987500011920929
In [ ]:
# Store scores for later reference
scores_2nodes = scores

# Plot the accuracy scores based on number of layers
plt.bar(num_layers, scores_2nodes)
plt.xlabel('Number of Layers')
plt.ylabel('Accuracy')
plt.title('Accuracy by Number of Layers with 2 Nodes')
plt.show()

This shows similar results for 2, 3, or 5 hidden layers based on the Hyperbolic Tangent algoirthm. Accuracy comes out very high at 98.75%.

Results from 3 nodes¶

In [ ]:
scores = []

for num_layer in num_layers:
    model = Sequential()
    model.add(Dense(3, input_dim=2, activation='tanh'))
    for _ in range(num_layer-1):
        model.add(Dense(3, activation='tanh'))
    
    model.add(Dense(1, activation='sigmoid'))
    model.compile(loss='binary_crossentropy', optimizer='sgd', metrics=['accuracy'])
    model.fit(X, y, batch_size=2, epochs=400)
    
    # Append accuracy to array
    scores.append(model.evaluate(X, y)[1]*100)
Epoch 1/400
c:\Users\jomors\AppData\Local\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:88: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4771 - loss: 0.7005
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5124 - loss: 0.7077
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5806 - loss: 0.6923
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6358 - loss: 0.6969
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5173 - loss: 0.6916
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6398 - loss: 0.6847
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5461 - loss: 0.7073 
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.5262 - loss: 0.6992 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4968 - loss: 0.6991
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.5733 - loss: 0.6907
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6647 - loss: 0.6879
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6060 - loss: 0.6931
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6186 - loss: 0.6937
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5526 - loss: 0.6956
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5916 - loss: 0.6927
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.5420 - loss: 0.6957 
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.6785 - loss: 0.6818
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6435 - loss: 0.6787
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.5254 - loss: 0.6993
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5829 - loss: 0.6979   
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 758us/step - accuracy: 0.6091 - loss: 0.6945
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.6082 - loss: 0.6901
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.5883 - loss: 0.6938
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.5471 - loss: 0.6913
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.5941 - loss: 0.6927
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.5311 - loss: 0.6943 
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.5092 - loss: 0.7000
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6072 - loss: 0.6890
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.5988 - loss: 0.6926
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4842 - loss: 0.6988   
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5389 - loss: 0.6947   
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5631 - loss: 0.6950
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6050 - loss: 0.6897  
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5271 - loss: 0.6926
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5322 - loss: 0.6975
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5576 - loss: 0.6914  
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5695 - loss: 0.6932  
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5800 - loss: 0.6955
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5599 - loss: 0.6912
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6152 - loss: 0.6902
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6200 - loss: 0.6840  
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5326 - loss: 0.6933
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5602 - loss: 0.6915  
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6097 - loss: 0.6905
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - accuracy: 0.5448 - loss: 0.6932 
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5180 - loss: 0.6881
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5868 - loss: 0.6913  
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.4605 - loss: 0.7027 
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5300 - loss: 0.6936 
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5585 - loss: 0.6900
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5509 - loss: 0.6922   
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5554 - loss: 0.6910
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5836 - loss: 0.6866
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.6228 - loss: 0.6826
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5516 - loss: 0.6867
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5798 - loss: 0.6913
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.5653 - loss: 0.6897 
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.5936 - loss: 0.6763
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6148 - loss: 0.6786
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5891 - loss: 0.6814  
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5823 - loss: 0.6861
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5551 - loss: 0.6789
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6466 - loss: 0.6737
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5759 - loss: 0.6793 
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6959 - loss: 0.6698
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5207 - loss: 0.6869 
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5504 - loss: 0.6858
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5884 - loss: 0.6731
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6412 - loss: 0.6760
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6027 - loss: 0.6802
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.5916 - loss: 0.6688
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6328 - loss: 0.6660  
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6332 - loss: 0.6718
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6308 - loss: 0.6754
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6508 - loss: 0.6718
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.5418 - loss: 0.6763
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.6425 - loss: 0.6678
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6438 - loss: 0.6689 
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.6115 - loss: 0.6767
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6318 - loss: 0.6657
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.6112 - loss: 0.6611
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5933 - loss: 0.6637   
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6479 - loss: 0.6617 
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.5985 - loss: 0.6460
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5630 - loss: 0.6657
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.5969 - loss: 0.6701
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6958 - loss: 0.6323
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6519 - loss: 0.6499
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6622 - loss: 0.6541
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 720us/step - accuracy: 0.6089 - loss: 0.6632
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 744us/step - accuracy: 0.6256 - loss: 0.6445
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.6390 - loss: 0.6517
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.6277 - loss: 0.6433
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6326 - loss: 0.6355
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5973 - loss: 0.6439
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6476 - loss: 0.6310
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6697 - loss: 0.6300  
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6093 - loss: 0.6381  
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6141 - loss: 0.6408
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5851 - loss: 0.6408
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.6035 - loss: 0.6355
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6039 - loss: 0.6335   
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6713 - loss: 0.6269
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6430 - loss: 0.6108
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6235 - loss: 0.6220
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6194 - loss: 0.6000
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6357 - loss: 0.6087
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6771 - loss: 0.6012
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6273 - loss: 0.6086
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6391 - loss: 0.6148   
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6434 - loss: 0.5993
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5885 - loss: 0.6128
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6357 - loss: 0.6021
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6522 - loss: 0.5765
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6091 - loss: 0.5916   
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5913 - loss: 0.5943
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6480 - loss: 0.5801
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6480 - loss: 0.5722  
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6158 - loss: 0.6006  
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6406 - loss: 0.5799
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6573 - loss: 0.5681
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6179 - loss: 0.5953
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7005 - loss: 0.5576
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7042 - loss: 0.5679  
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7471 - loss: 0.5494
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.6971 - loss: 0.5705
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7270 - loss: 0.5544
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7761 - loss: 0.4949
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7343 - loss: 0.5490
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7220 - loss: 0.5529  
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7561 - loss: 0.5432
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8220 - loss: 0.5098
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7604 - loss: 0.5411
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8417 - loss: 0.5033
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7939 - loss: 0.5121
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8272 - loss: 0.5068
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8426 - loss: 0.5210
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8463 - loss: 0.4744
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8879 - loss: 0.4717
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8850 - loss: 0.4801  
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8177 - loss: 0.5050
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8815 - loss: 0.4663
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8428 - loss: 0.4668
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8677 - loss: 0.4682
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.8778 - loss: 0.4678
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8921 - loss: 0.4469
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.8676 - loss: 0.4632
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8585 - loss: 0.4576
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.8534 - loss: 0.4513
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8993 - loss: 0.4104
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8923 - loss: 0.4502
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.9094 - loss: 0.4250
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8885 - loss: 0.4243
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9195 - loss: 0.3903
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8718 - loss: 0.4175
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8796 - loss: 0.3965
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8907 - loss: 0.3860
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9214 - loss: 0.3828
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.8866 - loss: 0.3800
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9127 - loss: 0.3745
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8984 - loss: 0.3845
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9007 - loss: 0.3530  
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9280 - loss: 0.3573
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8915 - loss: 0.3926
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8984 - loss: 0.3719
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9322 - loss: 0.3239
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9348 - loss: 0.3431
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9272 - loss: 0.3480
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8856 - loss: 0.3445
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9119 - loss: 0.3447
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 749us/step - accuracy: 0.8853 - loss: 0.3371
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9517 - loss: 0.2994
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9229 - loss: 0.3298
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8945 - loss: 0.3302
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9316 - loss: 0.2905
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8899 - loss: 0.3210
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.9117 - loss: 0.3013
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9228 - loss: 0.3085
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.3072  
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8823 - loss: 0.3171
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.9387 - loss: 0.2945
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9299 - loss: 0.2931
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9037 - loss: 0.3013
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9247 - loss: 0.2723
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - accuracy: 0.9108 - loss: 0.2973
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9130 - loss: 0.2839
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9004 - loss: 0.2966
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8847 - loss: 0.3022
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9275 - loss: 0.2483
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9131 - loss: 0.2842
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9185 - loss: 0.2525
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9444 - loss: 0.2504
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9363 - loss: 0.2626
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9324 - loss: 0.2628
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 765us/step - accuracy: 0.9193 - loss: 0.2567
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.8972 - loss: 0.2648
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9129 - loss: 0.2477
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9281 - loss: 0.2859
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.8958 - loss: 0.2747
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8774 - loss: 0.2768
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9280 - loss: 0.2271
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8996 - loss: 0.2643
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9369 - loss: 0.2348
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8913 - loss: 0.2558
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9263 - loss: 0.2458
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9243 - loss: 0.2369
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9192 - loss: 0.2526
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8856 - loss: 0.2607
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9427 - loss: 0.2348
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9117 - loss: 0.2554
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9362 - loss: 0.2265
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9498 - loss: 0.1968
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9484 - loss: 0.2164  
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9292 - loss: 0.2278
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9125 - loss: 0.2495
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.9535 - loss: 0.2148
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9090 - loss: 0.2409
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.9264 - loss: 0.2306
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9603 - loss: 0.1943
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9613 - loss: 0.2009
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.9108 - loss: 0.2258
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8924 - loss: 0.2579
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9416 - loss: 0.2049
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.8993 - loss: 0.2600
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9363 - loss: 0.2030
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9300 - loss: 0.2068
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9018 - loss: 0.2258
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9218 - loss: 0.2089
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9182 - loss: 0.2336
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9187 - loss: 0.2363  
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.9400 - loss: 0.1848
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9328 - loss: 0.2051
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9352 - loss: 0.2275
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9400 - loss: 0.2192
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9301 - loss: 0.2375  
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9269 - loss: 0.2249
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9155 - loss: 0.2322
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9623 - loss: 0.1969  
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9504 - loss: 0.1864
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9024 - loss: 0.2466
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9055 - loss: 0.2308
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9072 - loss: 0.2218
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9330 - loss: 0.2308
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9577 - loss: 0.1729
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9464 - loss: 0.1919
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9578 - loss: 0.1811
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9177 - loss: 0.2232
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9468 - loss: 0.1851
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9494 - loss: 0.1874
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9346 - loss: 0.2013
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9172 - loss: 0.2122
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9215 - loss: 0.2207
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9120 - loss: 0.2736
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9537 - loss: 0.1859
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.9431 - loss: 0.1892
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9038 - loss: 0.2402
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.9263 - loss: 0.2273
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9195 - loss: 0.1906
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9380 - loss: 0.2093  
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9318 - loss: 0.1924
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9406 - loss: 0.1929
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.9367 - loss: 0.1950
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9222 - loss: 0.1993
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.9442 - loss: 0.1884
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9097 - loss: 0.2312  
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8753 - loss: 0.2526
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9336 - loss: 0.1821
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9398 - loss: 0.1747
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9398 - loss: 0.1796
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9506 - loss: 0.1733
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9104 - loss: 0.2026
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9483 - loss: 0.1793  
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9158 - loss: 0.2036  
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9272 - loss: 0.2103
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.9170 - loss: 0.2093
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.9340 - loss: 0.2008
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9630 - loss: 0.1572
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9106 - loss: 0.2285
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8945 - loss: 0.2270
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9404 - loss: 0.1854  
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.2137  
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9246 - loss: 0.2122
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9258 - loss: 0.2013
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8878 - loss: 0.2434
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9199 - loss: 0.1922
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.9121 - loss: 0.2060
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9275 - loss: 0.1861
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9189 - loss: 0.2300
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9435 - loss: 0.1731
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.9706 - loss: 0.1449
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9405 - loss: 0.1874
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9210 - loss: 0.1831
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9205 - loss: 0.2122  
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9169 - loss: 0.1838
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9232 - loss: 0.1831
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 669us/step - accuracy: 0.9342 - loss: 0.1756
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9432 - loss: 0.1669
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9061 - loss: 0.2016
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 766us/step - accuracy: 0.8937 - loss: 0.2568
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9499 - loss: 0.1847
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9041 - loss: 0.2012
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9556 - loss: 0.1322
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9383 - loss: 0.1778
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9398 - loss: 0.1752
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9161 - loss: 0.2001
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.9252 - loss: 0.1931
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9596 - loss: 0.1846
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9108 - loss: 0.2017
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9104 - loss: 0.1759
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9678 - loss: 0.1363
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.9046 - loss: 0.2037
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9301 - loss: 0.1692
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9246 - loss: 0.1909
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9477 - loss: 0.1644  
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.9620 - loss: 0.1550
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9333 - loss: 0.1877
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.8870 - loss: 0.2119
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9431 - loss: 0.1755
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9020 - loss: 0.1961
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9569 - loss: 0.1482
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9509 - loss: 0.1725
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.9059 - loss: 0.1864
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9128 - loss: 0.1981
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9299 - loss: 0.1784
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9299 - loss: 0.1694
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8760 - loss: 0.2331
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9451 - loss: 0.1791
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8996 - loss: 0.1928
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9562 - loss: 0.1462
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9379 - loss: 0.1819
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 741us/step - accuracy: 0.9187 - loss: 0.1856
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.9405 - loss: 0.1973
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9426 - loss: 0.1867
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9327 - loss: 0.1740  
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9479 - loss: 0.1530
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9230 - loss: 0.1586
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.8981 - loss: 0.1896
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9130 - loss: 0.2103
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.9549 - loss: 0.1384
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 733us/step - accuracy: 0.9272 - loss: 0.1863
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8922 - loss: 0.2225  
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9502 - loss: 0.1684
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8886 - loss: 0.2293
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9630 - loss: 0.1317
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9405 - loss: 0.1739  
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9523 - loss: 0.1334
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9165 - loss: 0.1860
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9460 - loss: 0.1593
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9473 - loss: 0.1484
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 784us/step - accuracy: 0.9462 - loss: 0.1576
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9035 - loss: 0.2124
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9360 - loss: 0.1489
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9502 - loss: 0.1296
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9355 - loss: 0.1649
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.9740 - loss: 0.1280
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9435 - loss: 0.1621
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9128 - loss: 0.1788
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9077 - loss: 0.2144
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9173 - loss: 0.1753
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9480 - loss: 0.1442
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9203 - loss: 0.1669
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9285 - loss: 0.1785
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9064 - loss: 0.2184
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.8964 - loss: 0.2181
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9581 - loss: 0.1491
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9247 - loss: 0.1759
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.9337 - loss: 0.1782
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9471 - loss: 0.1511
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.9097 - loss: 0.1855
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9282 - loss: 0.1734
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.9364 - loss: 0.1653
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9744 - loss: 0.1421
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9360 - loss: 0.1603
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.8934 - loss: 0.1948
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9663 - loss: 0.1307
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9044 - loss: 0.1938  
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 754us/step - accuracy: 0.9229 - loss: 0.1493
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9025 - loss: 0.1881  
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8874 - loss: 0.2198
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.9151 - loss: 0.1934
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9597 - loss: 0.1366
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8611 - loss: 0.2489  
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9428 - loss: 0.1639
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.9302 - loss: 0.2114
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9163 - loss: 0.1651  
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9354 - loss: 0.1895  
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.9537 - loss: 0.1368
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9659 - loss: 0.1210
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9208 - loss: 0.1848
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9290 - loss: 0.1559
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9075 - loss: 0.1990
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9310 - loss: 0.1628
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9354 - loss: 0.1782  
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9422 - loss: 0.1488
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9151 - loss: 0.1765
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9368 - loss: 0.1589
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8920 - loss: 0.1996
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9412 - loss: 0.1665
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9675 - loss: 0.1322  
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9537 - loss: 0.1285
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9124 - loss: 0.1757  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.5685 - loss: 0.6922
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6712 - loss: 0.6840
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6098 - loss: 0.6909
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.6376 - loss: 0.6834
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6831 - loss: 0.6838
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6326 - loss: 0.6905
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.5967 - loss: 0.6820
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.6169 - loss: 0.6893
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.6405 - loss: 0.6808
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6628 - loss: 0.6763 
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6241 - loss: 0.6798
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6480 - loss: 0.6753
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.6375 - loss: 0.6805
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6380 - loss: 0.6685
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7099 - loss: 0.6570
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6931 - loss: 0.6600  
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6341 - loss: 0.6583
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6976 - loss: 0.6574
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6699 - loss: 0.6578
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7027 - loss: 0.6399
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6400 - loss: 0.6576 
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7183 - loss: 0.6219
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.6116 - loss: 0.6415
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6588 - loss: 0.6299
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7096 - loss: 0.6162
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6906 - loss: 0.6201
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6671 - loss: 0.6098 
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6780 - loss: 0.6061
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6902 - loss: 0.5976
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7475 - loss: 0.5901  
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7566 - loss: 0.5811
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6601 - loss: 0.5961
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7085 - loss: 0.5875
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8154 - loss: 0.5693
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7821 - loss: 0.5764
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8208 - loss: 0.5209
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8080 - loss: 0.5296
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.7960 - loss: 0.5472
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8196 - loss: 0.5185
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8817 - loss: 0.4872
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - accuracy: 0.8384 - loss: 0.5048
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8749 - loss: 0.4978
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8241 - loss: 0.4891  
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9254 - loss: 0.4615
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.8861 - loss: 0.4810
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9091 - loss: 0.4439
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8876 - loss: 0.4333
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 769us/step - accuracy: 0.9008 - loss: 0.4234
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9111 - loss: 0.4037
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9393 - loss: 0.3856
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8797 - loss: 0.4114
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9154 - loss: 0.3862
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.9290 - loss: 0.3571
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9433 - loss: 0.3436
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9339 - loss: 0.3590
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9211 - loss: 0.3445  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9523 - loss: 0.3154
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9029 - loss: 0.3464
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9239 - loss: 0.3490
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9223 - loss: 0.3295
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9049 - loss: 0.3249
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9540 - loss: 0.2740
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9531 - loss: 0.2883
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9121 - loss: 0.3194  
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9110 - loss: 0.3012
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.9617 - loss: 0.2739
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9112 - loss: 0.3009
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9537 - loss: 0.2429
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9235 - loss: 0.2739
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9123 - loss: 0.2789
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9240 - loss: 0.2592
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9549 - loss: 0.2488
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9066 - loss: 0.2490
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8773 - loss: 0.2690
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9471 - loss: 0.2297
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.9430 - loss: 0.2256
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9650 - loss: 0.1960
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9032 - loss: 0.2522  
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9420 - loss: 0.1895
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9497 - loss: 0.1903
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9439 - loss: 0.2167
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9367 - loss: 0.1973
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9350 - loss: 0.1908
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9049 - loss: 0.2204
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.9091 - loss: 0.2370
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9170 - loss: 0.2014
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9060 - loss: 0.2051
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9068 - loss: 0.2251  
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9244 - loss: 0.1832
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9206 - loss: 0.1941  
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9186 - loss: 0.1878
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9323 - loss: 0.1769
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9204 - loss: 0.1867
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9219 - loss: 0.2013
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9151 - loss: 0.2223
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9221 - loss: 0.1957
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9281 - loss: 0.1877
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9121 - loss: 0.1814
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8991 - loss: 0.2131
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9211 - loss: 0.1796
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9055 - loss: 0.1723
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9372 - loss: 0.1896
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9464 - loss: 0.1392
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.8971 - loss: 0.1976
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9372 - loss: 0.1735
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9489 - loss: 0.1649
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8991 - loss: 0.1916
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9345 - loss: 0.1544
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9579 - loss: 0.1597
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9468 - loss: 0.1643
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9421 - loss: 0.1912  
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9075 - loss: 0.1694
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.9495 - loss: 0.1409
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8978 - loss: 0.2225
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 774us/step - accuracy: 0.9369 - loss: 0.1581
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8977 - loss: 0.2094
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.9267 - loss: 0.1610
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9236 - loss: 0.1718
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.9417 - loss: 0.1590
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9262 - loss: 0.1790
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9458 - loss: 0.1411  
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9554 - loss: 0.1746
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9158 - loss: 0.1878  
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9343 - loss: 0.1573
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9403 - loss: 0.1724
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9004 - loss: 0.1902
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.9489 - loss: 0.1341
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9258 - loss: 0.1791
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9394 - loss: 0.1579
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - accuracy: 0.9619 - loss: 0.1256
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8793 - loss: 0.2287
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9544 - loss: 0.1443
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.8791 - loss: 0.1808 
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9372 - loss: 0.1490
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9022 - loss: 0.1716
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.9139 - loss: 0.2297
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9253 - loss: 0.1741
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9720 - loss: 0.1343
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9296 - loss: 0.1703
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.9207 - loss: 0.1859
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9411 - loss: 0.1415
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9247 - loss: 0.1581
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9442 - loss: 0.1656
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9599 - loss: 0.1900
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9685 - loss: 0.1102
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9530 - loss: 0.1095
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9262 - loss: 0.1768
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.9443 - loss: 0.1262
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9431 - loss: 0.1330
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9367 - loss: 0.1409  
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9215 - loss: 0.1757
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9494 - loss: 0.1216
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9004 - loss: 0.1545
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.9410 - loss: 0.1515
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9226 - loss: 0.1421
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9560 - loss: 0.1472
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9529 - loss: 0.1587
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9554 - loss: 0.1350
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9229 - loss: 0.1442
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9707 - loss: 0.1168
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9430 - loss: 0.1352
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9525 - loss: 0.1497
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9551 - loss: 0.1201
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9353 - loss: 0.1675
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9757 - loss: 0.1198
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9135 - loss: 0.1518
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.9118 - loss: 0.1583
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9680 - loss: 0.1398
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9363 - loss: 0.1475
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8996 - loss: 0.1831
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9361 - loss: 0.1597
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9378 - loss: 0.1494
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9375 - loss: 0.1289
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9514 - loss: 0.1269
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9234 - loss: 0.1742
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.9604 - loss: 0.1042
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9203 - loss: 0.1571
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9506 - loss: 0.1230  
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9573 - loss: 0.1417
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9240 - loss: 0.1727
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 716us/step - accuracy: 0.8896 - loss: 0.1779
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.9238 - loss: 0.1392
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9295 - loss: 0.1590
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9398 - loss: 0.1387
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9195 - loss: 0.1833
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9439 - loss: 0.1107
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9715 - loss: 0.1101
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9391 - loss: 0.1992
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.9385 - loss: 0.1343
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9361 - loss: 0.1140
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9578 - loss: 0.1012
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9145 - loss: 0.1629
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9422 - loss: 0.1367
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9649 - loss: 0.1043
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.8959 - loss: 0.1408
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.9534 - loss: 0.1325
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.9514 - loss: 0.1099
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9544 - loss: 0.1125
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9681 - loss: 0.1067
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.9323 - loss: 0.1225
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9646 - loss: 0.1295
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9414 - loss: 0.1362
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9256 - loss: 0.1345
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9355 - loss: 0.1538  
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9527 - loss: 0.1235
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9106 - loss: 0.2030
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9460 - loss: 0.1158
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9384 - loss: 0.1198
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9297 - loss: 0.1520
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9611 - loss: 0.1103
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9585 - loss: 0.1145
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9498 - loss: 0.1168
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.9645 - loss: 0.1069
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9676 - loss: 0.0984
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9310 - loss: 0.1430
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9386 - loss: 0.1337
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9169 - loss: 0.1484
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9353 - loss: 0.1382   
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9620 - loss: 0.1350
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9471 - loss: 0.1208
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9612 - loss: 0.1461
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9774 - loss: 0.0904
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9779 - loss: 0.1070
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9692 - loss: 0.1033
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9553 - loss: 0.1310
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9759 - loss: 0.1107  
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9827 - loss: 0.0701
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9303 - loss: 0.1319  
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9434 - loss: 0.1351
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9190 - loss: 0.1745
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9035 - loss: 0.1636
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - accuracy: 0.9782 - loss: 0.0809
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9748 - loss: 0.1189  
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.9882 - loss: 0.0946
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9329 - loss: 0.1286  
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9681 - loss: 0.1068  
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9455 - loss: 0.1305
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9394 - loss: 0.1247
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9696 - loss: 0.1095
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.9576 - loss: 0.1113
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9573 - loss: 0.1048
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9766 - loss: 0.0927
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 777us/step - accuracy: 0.9581 - loss: 0.0929
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9600 - loss: 0.1050
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9358 - loss: 0.1460  
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9558 - loss: 0.0926
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9173 - loss: 0.1689
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9421 - loss: 0.1257
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.9639 - loss: 0.1156
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9676 - loss: 0.0998  
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9458 - loss: 0.1267
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9303 - loss: 0.1545
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9525 - loss: 0.1126
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9540 - loss: 0.1142
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9364 - loss: 0.1135
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0966
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9552 - loss: 0.1154
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9406 - loss: 0.1538
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9252 - loss: 0.1507
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9665 - loss: 0.1034  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9425 - loss: 0.1308
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9821 - loss: 0.0823
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9490 - loss: 0.1552
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.9783 - loss: 0.0954
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.9319 - loss: 0.1565
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9720 - loss: 0.1212
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9761 - loss: 0.0957
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9494 - loss: 0.1462
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9689 - loss: 0.1055
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.1056
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.9533 - loss: 0.1173
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9610 - loss: 0.0956
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9539 - loss: 0.1160
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9607 - loss: 0.0892  
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9379 - loss: 0.1361
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9374 - loss: 0.1406
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9693 - loss: 0.1048
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9613 - loss: 0.1043
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.9479 - loss: 0.1123
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9662 - loss: 0.1096   
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9804 - loss: 0.0966
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.9746 - loss: 0.1057
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9656 - loss: 0.0940
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9580 - loss: 0.1180  
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9304 - loss: 0.1346
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9503 - loss: 0.1009
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9763 - loss: 0.0768
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9601 - loss: 0.1082
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9310 - loss: 0.1139
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9515 - loss: 0.1066
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9817 - loss: 0.0834
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9548 - loss: 0.1330
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9312 - loss: 0.1443
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9650 - loss: 0.0983
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9729 - loss: 0.0780
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9561 - loss: 0.0827
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.9737 - loss: 0.1214
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9721 - loss: 0.1140  
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9483 - loss: 0.1355
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9405 - loss: 0.1146
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9834 - loss: 0.1035
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9728 - loss: 0.0811
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9516 - loss: 0.1052
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9788 - loss: 0.1094
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9597 - loss: 0.1145
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9636 - loss: 0.1290
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9656 - loss: 0.0887
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9613 - loss: 0.0851
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9544 - loss: 0.1102
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9672 - loss: 0.1226
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9679 - loss: 0.0883
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9547 - loss: 0.1079
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9464 - loss: 0.1085
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9404 - loss: 0.1133
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9749 - loss: 0.0695
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9505 - loss: 0.1239
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9645 - loss: 0.0934
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9536 - loss: 0.0938
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9527 - loss: 0.1206
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9647 - loss: 0.1079
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9675 - loss: 0.0837
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9541 - loss: 0.1210
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9770 - loss: 0.0819
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9813 - loss: 0.0814
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9720 - loss: 0.0887
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0882
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9759 - loss: 0.1135
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9700 - loss: 0.0855
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9615 - loss: 0.1138
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9718 - loss: 0.0757
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.9318 - loss: 0.1599
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9493 - loss: 0.1194
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9762 - loss: 0.0805
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9768 - loss: 0.0904
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9826 - loss: 0.1115
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0869
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9734 - loss: 0.0748
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9442 - loss: 0.1171
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9763 - loss: 0.0757
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9546 - loss: 0.0862
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9646 - loss: 0.0730
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9631 - loss: 0.1044   
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9774 - loss: 0.0793
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9471 - loss: 0.1001
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9482 - loss: 0.1250
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9797 - loss: 0.0836
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9677 - loss: 0.0957
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9801 - loss: 0.0790
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9666 - loss: 0.0991
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9638 - loss: 0.0868
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9819 - loss: 0.0900
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9857 - loss: 0.0748
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9535 - loss: 0.1177
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9566 - loss: 0.0873
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9705 - loss: 0.0993
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9586 - loss: 0.1164
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9560 - loss: 0.1166
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9447 - loss: 0.0912
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0909
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9600 - loss: 0.0956
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9672 - loss: 0.0971
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.9852 - loss: 0.0601
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9426 - loss: 0.1113
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9878 - loss: 0.0665
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9685 - loss: 0.0794
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9534 - loss: 0.1092
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9899 - loss: 0.0646 
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0915
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9756 - loss: 0.0963
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9447 - loss: 0.1038
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9503 - loss: 0.1239
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9784 - loss: 0.1053
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9489 - loss: 0.1172
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9777 - loss: 0.0695   
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9592 - loss: 0.1190
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9702 - loss: 0.0852
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9663 - loss: 0.0953
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9607 - loss: 0.0980
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9592 - loss: 0.1024
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.9613 - loss: 0.0873
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9724 - loss: 0.0781
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9790 - loss: 0.0780
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9771 - loss: 0.0687   
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9542 - loss: 0.1049  
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9749 - loss: 0.0731
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9652 - loss: 0.1086
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.9565 - loss: 0.0805
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9784 - loss: 0.0769
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.9601 - loss: 0.0918
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9843 - loss: 0.0778
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9604 - loss: 0.1214
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9870 - loss: 0.0702
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.9913 - loss: 0.0520
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0828
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.9817 - loss: 0.0692
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9694 - loss: 0.0913
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9689 - loss: 0.0921
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.9623 - loss: 0.0917
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9638 - loss: 0.1009
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9684 - loss: 0.0790
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 0s/step - accuracy: 0.9834 - loss: 0.0704   
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.5656 - loss: 0.6891
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - accuracy: 0.5332 - loss: 0.7024 
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5213 - loss: 0.6753  
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5589 - loss: 0.6625
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6375 - loss: 0.6446
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6663 - loss: 0.6244
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7177 - loss: 0.5966   
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8386 - loss: 0.5861
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8974 - loss: 0.5438
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8378 - loss: 0.5410
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8291 - loss: 0.5270
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8302 - loss: 0.4886
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8690 - loss: 0.4681
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8763 - loss: 0.4314
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7907 - loss: 0.4617
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8541 - loss: 0.4064
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8670 - loss: 0.3937
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8227 - loss: 0.4098
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8223 - loss: 0.4156
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9283 - loss: 0.3139
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.8644 - loss: 0.3423
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.8260 - loss: 0.3848
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8081 - loss: 0.3756 
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8638 - loss: 0.3583
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7770 - loss: 0.4507
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8577 - loss: 0.3551   
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8362 - loss: 0.3662
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8396 - loss: 0.3687
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8175 - loss: 0.3925
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8541 - loss: 0.3407
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3239
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8114 - loss: 0.4179
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.8346 - loss: 0.3873
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8368 - loss: 0.3523
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8180 - loss: 0.4318
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9144 - loss: 0.2560
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8509 - loss: 0.3248
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8333 - loss: 0.3382
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8822 - loss: 0.2996
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8928 - loss: 0.2960
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8675 - loss: 0.3330
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8880 - loss: 0.2919
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8344 - loss: 0.3977  
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8689 - loss: 0.3234
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8499 - loss: 0.3627
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.8488 - loss: 0.3906
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.8573 - loss: 0.3366
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8312 - loss: 0.4013
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.8832 - loss: 0.3139
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8698 - loss: 0.3565
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8245 - loss: 0.3938
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9071 - loss: 0.2580
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9266 - loss: 0.2667  
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8329 - loss: 0.3991
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8548 - loss: 0.3524  
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8378 - loss: 0.3607
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8501 - loss: 0.3468
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8777 - loss: 0.3217
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.8450 - loss: 0.3783
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8726 - loss: 0.3146  
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8433 - loss: 0.3276
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8139 - loss: 0.3954
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.8611 - loss: 0.3667
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9062 - loss: 0.2838  
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8672 - loss: 0.3517
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8383 - loss: 0.3680
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.8199 - loss: 0.3981
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7977 - loss: 0.4109
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.8639 - loss: 0.3502
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8968 - loss: 0.2739
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8834 - loss: 0.3300
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9025 - loss: 0.2659
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.8690 - loss: 0.3390
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8639 - loss: 0.3373
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8773 - loss: 0.3049
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.8274 - loss: 0.3749
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8925 - loss: 0.3235
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8590 - loss: 0.3579
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.8264 - loss: 0.4168
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8634 - loss: 0.3654  
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8806 - loss: 0.2715
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 774us/step - accuracy: 0.8401 - loss: 0.3985
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8772 - loss: 0.2881
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8571 - loss: 0.3531
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8820 - loss: 0.3212
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8444 - loss: 0.3017
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.8946 - loss: 0.3037
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.8972 - loss: 0.2766
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8703 - loss: 0.3196
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8673 - loss: 0.3373
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8591 - loss: 0.3263
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8400 - loss: 0.3632
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.3105
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8579 - loss: 0.3259
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8755 - loss: 0.3148
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8699 - loss: 0.3235
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.8626 - loss: 0.3435
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.8768 - loss: 0.3034
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8921 - loss: 0.2978
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8647 - loss: 0.3354
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9206 - loss: 0.2578
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8486 - loss: 0.3353
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9169 - loss: 0.2493
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9006 - loss: 0.2996
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8771 - loss: 0.3095
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8911 - loss: 0.2633
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8501 - loss: 0.3473
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9149 - loss: 0.2951
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9037 - loss: 0.2551
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.9040 - loss: 0.3072
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8961 - loss: 0.2706
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8964 - loss: 0.3284
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8939 - loss: 0.2766
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.2974  
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8937 - loss: 0.2651
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9016 - loss: 0.2677
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.8985 - loss: 0.2953
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8568 - loss: 0.3453
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8549 - loss: 0.3048
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9007 - loss: 0.2802
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9021 - loss: 0.3002
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8799 - loss: 0.3344
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8863 - loss: 0.3051
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8604 - loss: 0.3475
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8430 - loss: 0.3251 
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8477 - loss: 0.3892
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8837 - loss: 0.3101
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8174 - loss: 0.4160
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8499 - loss: 0.3170  
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8176 - loss: 0.3325
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8775 - loss: 0.3438
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.8969 - loss: 0.3310
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8271 - loss: 0.4247  
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8502 - loss: 0.3695
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8677 - loss: 0.3244  
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8485 - loss: 0.3480
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8823 - loss: 0.2792
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8727 - loss: 0.3102
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9017 - loss: 0.2630  
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8581 - loss: 0.3795
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.8558 - loss: 0.3471
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8916 - loss: 0.2817
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9116 - loss: 0.2664
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8520 - loss: 0.3798
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8340 - loss: 0.3650 
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8291 - loss: 0.4064
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7945 - loss: 0.4139
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8456 - loss: 0.3329
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.8749 - loss: 0.3111
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8827 - loss: 0.3531
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8671 - loss: 0.3249
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.8768 - loss: 0.2746
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8940 - loss: 0.2834
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.8547 - loss: 0.3448
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8695 - loss: 0.3558
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8359 - loss: 0.4150  
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8810 - loss: 0.3097
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8798 - loss: 0.2905
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8614 - loss: 0.3270
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.8521 - loss: 0.3457
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8518 - loss: 0.3737
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8453 - loss: 0.3705
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8445 - loss: 0.4223
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8686 - loss: 0.2977
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8401 - loss: 0.3041
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8970 - loss: 0.2904
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8998 - loss: 0.3009
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8560 - loss: 0.3754
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8838 - loss: 0.2704
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8733 - loss: 0.3266
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.8511 - loss: 0.3367
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.8405 - loss: 0.3113
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.2796
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8858 - loss: 0.2672
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9150 - loss: 0.2888
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8870 - loss: 0.3057
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.9083 - loss: 0.2502
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.8474 - loss: 0.3569
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8943 - loss: 0.2299
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.8582 - loss: 0.3533
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.9012 - loss: 0.2846
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8522 - loss: 0.3693
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.8440 - loss: 0.3566
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.3074
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8884 - loss: 0.2793
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9208 - loss: 0.2443
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8744 - loss: 0.3043
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8966 - loss: 0.2828
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9036 - loss: 0.2901
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8553 - loss: 0.3337
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.8851 - loss: 0.3069
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8968 - loss: 0.3293
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8662 - loss: 0.3627
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9276 - loss: 0.2636
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.8555 - loss: 0.3561
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.8366 - loss: 0.3178
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8946 - loss: 0.2700
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.8952 - loss: 0.2471
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8735 - loss: 0.3276
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8582 - loss: 0.3763
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.8758 - loss: 0.2897
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8624 - loss: 0.3533
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8720 - loss: 0.3696
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8520 - loss: 0.3297
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8316 - loss: 0.3864
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8586 - loss: 0.3651
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8333 - loss: 0.4250
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.8389 - loss: 0.3730
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8565 - loss: 0.2851
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8661 - loss: 0.3296
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.8407 - loss: 0.3811
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.8690 - loss: 0.3499
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.8858 - loss: 0.2611
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.8753 - loss: 0.3270
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8782 - loss: 0.2864
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.8868 - loss: 0.3033
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8689 - loss: 0.3062
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8721 - loss: 0.3385
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8373 - loss: 0.3412
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9194 - loss: 0.2622
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.8496 - loss: 0.3704
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8815 - loss: 0.2866
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8593 - loss: 0.3659
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8840 - loss: 0.2982
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.8338 - loss: 0.3728
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8374 - loss: 0.3291
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9129 - loss: 0.2575
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8602 - loss: 0.3107
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.8448 - loss: 0.3963
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8807 - loss: 0.2589
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9033 - loss: 0.2301
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.8451 - loss: 0.3308
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9075 - loss: 0.2935
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9089 - loss: 0.2679  
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8754 - loss: 0.3269
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8663 - loss: 0.3126
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8493 - loss: 0.3691
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.8341 - loss: 0.3842
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9213 - loss: 0.2299
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9077 - loss: 0.2466
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.8792 - loss: 0.3401
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8539 - loss: 0.3892
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9066 - loss: 0.2409
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9119 - loss: 0.2328  
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8739 - loss: 0.2563
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8892 - loss: 0.3211
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8967 - loss: 0.2707   
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8579 - loss: 0.3496
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9080 - loss: 0.2681
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.9311 - loss: 0.2148
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9018 - loss: 0.2531
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9019 - loss: 0.2955
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.8902 - loss: 0.3301
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8845 - loss: 0.2935
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9028 - loss: 0.2628
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8606 - loss: 0.3355  
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.8974 - loss: 0.2741
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8732 - loss: 0.3205  
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8673 - loss: 0.2863
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8920 - loss: 0.2730
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9089 - loss: 0.2574
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 776us/step - accuracy: 0.8804 - loss: 0.2583
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.8912 - loss: 0.2915
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9319 - loss: 0.2124
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9076 - loss: 0.2851
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9062 - loss: 0.2657
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9200 - loss: 0.2323
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9209 - loss: 0.2452
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8813 - loss: 0.2493  
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9060 - loss: 0.2509
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9124 - loss: 0.2220
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8830 - loss: 0.2441
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9372 - loss: 0.2035
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - accuracy: 0.8848 - loss: 0.2155
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9417 - loss: 0.2207
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9230 - loss: 0.2249
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.9140 - loss: 0.2383
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9396 - loss: 0.1848
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8955 - loss: 0.2583
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9129 - loss: 0.2158
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.9397 - loss: 0.2047
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9098 - loss: 0.1946
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8902 - loss: 0.2627
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8767 - loss: 0.2842  
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9146 - loss: 0.2424
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9133 - loss: 0.2108
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9019 - loss: 0.2674
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9730 - loss: 0.1187
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9338 - loss: 0.1990
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9351 - loss: 0.2204
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9073 - loss: 0.2118  
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9130 - loss: 0.2620
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9386 - loss: 0.1880
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.9315 - loss: 0.1804
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9504 - loss: 0.1712
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9601 - loss: 0.1452
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9537 - loss: 0.1633
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.9143 - loss: 0.2118
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9677 - loss: 0.1244
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9495 - loss: 0.1609  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9464 - loss: 0.1468
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9277 - loss: 0.1756
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9115 - loss: 0.2117
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.9737 - loss: 0.1096
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9525 - loss: 0.1398
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.9333 - loss: 0.1497
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9262 - loss: 0.1976
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9821 - loss: 0.0953
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9646 - loss: 0.1348
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - accuracy: 0.9568 - loss: 0.1395
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9736 - loss: 0.1086
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9339 - loss: 0.1579  
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9671 - loss: 0.1022
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9664 - loss: 0.1125
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9572 - loss: 0.0962
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9768 - loss: 0.0922
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9676 - loss: 0.0956
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9645 - loss: 0.1010
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9647 - loss: 0.1031  
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9618 - loss: 0.1118
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9341 - loss: 0.1053
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9692 - loss: 0.0919
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.9753 - loss: 0.0831
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9587 - loss: 0.0853  
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9472 - loss: 0.1047  
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9598 - loss: 0.0996
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9947 - loss: 0.0609
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9457 - loss: 0.0783
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9638 - loss: 0.0813
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9642 - loss: 0.0699
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9870 - loss: 0.0507
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9766 - loss: 0.0717
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9811 - loss: 0.0639
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0595
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9346 - loss: 0.0919
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9726 - loss: 0.0652
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9825 - loss: 0.0540
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 729us/step - accuracy: 0.9878 - loss: 0.0425
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9742 - loss: 0.0560
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9542 - loss: 0.0757
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.9891 - loss: 0.0452
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9825 - loss: 0.0525
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9843 - loss: 0.0541
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9955 - loss: 0.0415
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9497 - loss: 0.0710
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9782 - loss: 0.0595
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9887 - loss: 0.0467
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9815 - loss: 0.0607
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9888 - loss: 0.0532  
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9778 - loss: 0.0462
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9830 - loss: 0.0469
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0437
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9668 - loss: 0.0533
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9967 - loss: 0.0336
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0389
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.9925 - loss: 0.0302
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9730 - loss: 0.0578
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9869 - loss: 0.0463
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0451
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9636 - loss: 0.0542
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9919 - loss: 0.0556
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9838 - loss: 0.0364
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9696 - loss: 0.0497
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9753 - loss: 0.0453
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.9708 - loss: 0.0542
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0480
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9703 - loss: 0.0512
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9900 - loss: 0.0406
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0329
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9547 - loss: 0.0582
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.9618 - loss: 0.0549
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9964 - loss: 0.0211
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9846 - loss: 0.0432
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9928 - loss: 0.0300
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9927 - loss: 0.0331
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9940 - loss: 0.0372
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9673 - loss: 0.0703
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.9726 - loss: 0.0379
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0212
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9723 - loss: 0.0463
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9972 - loss: 0.0269
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0326
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9630 - loss: 0.0530
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0353
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.9833 - loss: 0.0377
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9801 - loss: 0.0446
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9638 - loss: 0.0722
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9682 - loss: 0.0468
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9921 - loss: 0.0291
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9964 - loss: 0.0283
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.9686 - loss: 0.0550
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9940 - loss: 0.0414
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.9640 - loss: 0.0571
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.9649 - loss: 0.0533
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.9803 - loss: 0.0419
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9691 - loss: 0.0405
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.0234  
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9933 - loss: 0.0181
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.9953 - loss: 0.0345
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9926 - loss: 0.0303
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9819 - loss: 0.0375  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5261 - loss: 0.6972 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4944 - loss: 0.7104
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.5955 - loss: 0.7065
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.7005 - loss: 0.6675
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6288 - loss: 0.6833  
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7078 - loss: 0.6717
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.5608 - loss: 0.6811
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.6423 - loss: 0.6753
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.5864 - loss: 0.6600
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7229 - loss: 0.6568
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.6908 - loss: 0.6492
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5917 - loss: 0.6752 
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5289 - loss: 0.6785
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.6176 - loss: 0.6676
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6759 - loss: 0.6374
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.6887 - loss: 0.6278
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6569 - loss: 0.6338
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.6942 - loss: 0.6206
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6331 - loss: 0.6532
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6738 - loss: 0.6273
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.7142 - loss: 0.5896
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.6687 - loss: 0.6237 
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6634 - loss: 0.6269
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7193 - loss: 0.5947
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6741 - loss: 0.6093
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.7072 - loss: 0.5761
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.6974 - loss: 0.5799
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6320 - loss: 0.6161
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.7015 - loss: 0.5794
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.7408 - loss: 0.5410
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.6089 - loss: 0.6096
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.6366 - loss: 0.5995 
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7512 - loss: 0.5391  
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7169 - loss: 0.5554
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.6435 - loss: 0.6094
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.6440 - loss: 0.5864
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.6112 - loss: 0.5938
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6559 - loss: 0.5841
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7235 - loss: 0.5247
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6446 - loss: 0.5748  
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6900 - loss: 0.5544
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6945 - loss: 0.5386
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.6947 - loss: 0.5559
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6432 - loss: 0.5662
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.6915 - loss: 0.5607
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.6939 - loss: 0.5403
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6434 - loss: 0.5845   
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7196 - loss: 0.5159
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.7835 - loss: 0.5143
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7937 - loss: 0.4989
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8130 - loss: 0.4779
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8713 - loss: 0.4435
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.8356 - loss: 0.4569
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.8095 - loss: 0.4815
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.8519 - loss: 0.4082
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.9040 - loss: 0.4010
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8758 - loss: 0.3911
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8571 - loss: 0.4100
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8716 - loss: 0.3680
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8509 - loss: 0.3914  
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9006 - loss: 0.3263
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.8243 - loss: 0.3619
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9024 - loss: 0.3262
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9070 - loss: 0.3271
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8811 - loss: 0.3739  
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8766 - loss: 0.3667
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.8808 - loss: 0.3082
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.8715 - loss: 0.3198
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8857 - loss: 0.3105  
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8927 - loss: 0.3220
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8934 - loss: 0.3037
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9007 - loss: 0.2665
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9088 - loss: 0.2686  
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.8901 - loss: 0.2951
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.9069 - loss: 0.2500
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.8988 - loss: 0.2594
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9358 - loss: 0.2331
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8434 - loss: 0.3227
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8953 - loss: 0.2944
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8449 - loss: 0.3504
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9105 - loss: 0.2164
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.8940 - loss: 0.2651
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9286 - loss: 0.2175
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9096 - loss: 0.2472
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.8972 - loss: 0.2759
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9294 - loss: 0.1966
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.9410 - loss: 0.1896
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8856 - loss: 0.2749
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9490 - loss: 0.1420
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9491 - loss: 0.1905
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9060 - loss: 0.2495
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9547 - loss: 0.1527
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9665 - loss: 0.1560
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.9811 - loss: 0.1533
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9240 - loss: 0.1813
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9467 - loss: 0.1443
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9771 - loss: 0.1157
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.9553 - loss: 0.1575
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9689 - loss: 0.1240
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9493 - loss: 0.1315
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9807 - loss: 0.1091
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9756 - loss: 0.1002
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9620 - loss: 0.1189
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9361 - loss: 0.1396
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9590 - loss: 0.1185
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9588 - loss: 0.1069
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9773 - loss: 0.0843
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.9606 - loss: 0.1146
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9799 - loss: 0.0868
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9400 - loss: 0.1391
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9816 - loss: 0.1014
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9627 - loss: 0.1061
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.9894 - loss: 0.0632
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9853 - loss: 0.0771
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9689 - loss: 0.0853
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9514 - loss: 0.1235  
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9859 - loss: 0.0633
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9743 - loss: 0.1366
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 738us/step - accuracy: 0.9909 - loss: 0.0501
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9887 - loss: 0.0793
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9953 - loss: 0.0555
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9591 - loss: 0.1104
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.9734 - loss: 0.0574
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9499 - loss: 0.1336  
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.9446 - loss: 0.1289
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9705 - loss: 0.0758
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9346 - loss: 0.1190
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.0401
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9348 - loss: 0.0963  
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.9644 - loss: 0.0792
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9700 - loss: 0.0812
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9818 - loss: 0.0808
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9711 - loss: 0.1002
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9832 - loss: 0.0580
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.9565 - loss: 0.0702
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0786
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9743 - loss: 0.0533
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9816 - loss: 0.0568
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9808 - loss: 0.0582  
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9254 - loss: 0.1287
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9795 - loss: 0.0626
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9957 - loss: 0.0636
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9833 - loss: 0.0587
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9827 - loss: 0.0640
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9847 - loss: 0.0565
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9753 - loss: 0.0597
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9911 - loss: 0.0446
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9903 - loss: 0.0521
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9699 - loss: 0.0774
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9865 - loss: 0.0509
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.9927 - loss: 0.0448
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9568 - loss: 0.0973  
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9857 - loss: 0.0733
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9851 - loss: 0.0625
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0499
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9821 - loss: 0.0522
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 784us/step - accuracy: 0.9660 - loss: 0.0650
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9792 - loss: 0.0521
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.0313
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9903 - loss: 0.0399
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0535
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9833 - loss: 0.0646
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9632 - loss: 0.0585
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9676 - loss: 0.0592
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.9906 - loss: 0.0278
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9621 - loss: 0.0690
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9608 - loss: 0.0763
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9984 - loss: 0.0314
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9552 - loss: 0.1289
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - accuracy: 0.9777 - loss: 0.0611
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9850 - loss: 0.0455
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9857 - loss: 0.0444
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9661 - loss: 0.0659
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9800 - loss: 0.0535
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9500 - loss: 0.0705
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9851 - loss: 0.0387
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9757 - loss: 0.0754
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9627 - loss: 0.0586
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9860 - loss: 0.0633
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9712 - loss: 0.0518
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9984 - loss: 0.0351
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9956 - loss: 0.0265
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9681 - loss: 0.0778
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9696 - loss: 0.0901
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9825 - loss: 0.0427
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9716 - loss: 0.0751
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9904 - loss: 0.0365
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.9771 - loss: 0.0498
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9830 - loss: 0.0412
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9895 - loss: 0.0417
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9829 - loss: 0.0375
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.9688 - loss: 0.0626
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9892 - loss: 0.0399
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9456 - loss: 0.0923
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9783 - loss: 0.0410
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9888 - loss: 0.0540
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9782 - loss: 0.0456
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9806 - loss: 0.0707
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9974 - loss: 0.0416
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9657 - loss: 0.0952
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9613 - loss: 0.0799
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9853 - loss: 0.0488
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9881 - loss: 0.0302
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9969 - loss: 0.0247
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9858 - loss: 0.0485
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9675 - loss: 0.0994
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9792 - loss: 0.0358
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9837 - loss: 0.0401
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0327
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9980 - loss: 0.0188
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9806 - loss: 0.0415
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9874 - loss: 0.0532
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9845 - loss: 0.0386
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9854 - loss: 0.0281
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9885 - loss: 0.0292
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9863 - loss: 0.0472
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9892 - loss: 0.0286
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 791us/step - accuracy: 0.9653 - loss: 0.1179
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0326  
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9773 - loss: 0.0466
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9629 - loss: 0.0839
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0699
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9868 - loss: 0.0452
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9628 - loss: 0.1098
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9663 - loss: 0.0773  
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.9739 - loss: 0.0900
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9783 - loss: 0.0829
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9902 - loss: 0.0424
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9935 - loss: 0.0326
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9739 - loss: 0.0851
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9775 - loss: 0.0452
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9824 - loss: 0.0594
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9906 - loss: 0.0356
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.9953 - loss: 0.0413
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.9725 - loss: 0.0740
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9895 - loss: 0.0334
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9728 - loss: 0.0569
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9874 - loss: 0.0438
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.9868 - loss: 0.0329
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9949 - loss: 0.0306
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9937 - loss: 0.0332
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9955 - loss: 0.0249
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9553 - loss: 0.0732
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9824 - loss: 0.0453  
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - accuracy: 0.9745 - loss: 0.0599
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9989 - loss: 0.0153
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9867 - loss: 0.0468
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9888 - loss: 0.0388
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9661 - loss: 0.0811
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9618 - loss: 0.0732
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9957 - loss: 0.0278
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 766us/step - accuracy: 0.9871 - loss: 0.0320
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9834 - loss: 0.0518
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9910 - loss: 0.0394
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9962 - loss: 0.0296
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9585 - loss: 0.1006
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9859 - loss: 0.0379
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9735 - loss: 0.0673
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9785 - loss: 0.0497
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9851 - loss: 0.0474
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9988 - loss: 0.0148
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9932 - loss: 0.0272
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9847 - loss: 0.0441
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9658 - loss: 0.0720
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0542
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.9677 - loss: 0.0751
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9780 - loss: 0.0594
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9940 - loss: 0.0247
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - accuracy: 0.9900 - loss: 0.0331
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9940 - loss: 0.0263
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9898 - loss: 0.0296
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9909 - loss: 0.0403
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9940 - loss: 0.0242
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9945 - loss: 0.0267
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.9899 - loss: 0.0347
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9920 - loss: 0.0271
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.9903 - loss: 0.0341
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9981 - loss: 0.0246
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9781 - loss: 0.0484
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9866 - loss: 0.0520
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9865 - loss: 0.0494
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.9714 - loss: 0.0561
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9914 - loss: 0.0270
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9977 - loss: 0.0218
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.9831 - loss: 0.0453
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9731 - loss: 0.0614
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0387  
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9760 - loss: 0.0495
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 784us/step - accuracy: 0.9919 - loss: 0.0302
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9878 - loss: 0.0284
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.9737 - loss: 0.0507
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9953 - loss: 0.0227
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9650 - loss: 0.0670
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.9753 - loss: 0.0596
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9986 - loss: 0.0165
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9861 - loss: 0.0361
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9889 - loss: 0.0352
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9963 - loss: 0.0226
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0337
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9989 - loss: 0.0132
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9807 - loss: 0.0646  
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0301
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9894 - loss: 0.0349  
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9990 - loss: 0.0175
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9811 - loss: 0.0496
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9882 - loss: 0.0366
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9885 - loss: 0.0340
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9803 - loss: 0.0492
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9802 - loss: 0.0601
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9785 - loss: 0.0496
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9949 - loss: 0.0319
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9905 - loss: 0.0268
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 718us/step - accuracy: 0.9748 - loss: 0.0671
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0283  
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9609 - loss: 0.0748
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9817 - loss: 0.0375
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.9727 - loss: 0.0628
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9903 - loss: 0.0304
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9919 - loss: 0.0338
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9919 - loss: 0.0255
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9607 - loss: 0.0863
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9940 - loss: 0.0198
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9742 - loss: 0.0688
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9921 - loss: 0.0261
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9826 - loss: 0.0539  
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9893 - loss: 0.0311
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9890 - loss: 0.0351
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9645 - loss: 0.0589
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9791 - loss: 0.0456
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0379
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9835 - loss: 0.0379
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9946 - loss: 0.0240
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9737 - loss: 0.0673
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9822 - loss: 0.0476
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0271
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9944 - loss: 0.0264
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.9906 - loss: 0.0358
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9976 - loss: 0.0204
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9960 - loss: 0.0200
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9901 - loss: 0.0325
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9803 - loss: 0.0440
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.9986 - loss: 0.0155
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9938 - loss: 0.0265
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9874 - loss: 0.0310
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.9972 - loss: 0.0163
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9986 - loss: 0.0153  
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9870 - loss: 0.0290
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9906 - loss: 0.0278  
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9600 - loss: 0.0868
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - accuracy: 0.9797 - loss: 0.0377
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.9974 - loss: 0.0149
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9976 - loss: 0.0205
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.9896 - loss: 0.0302
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9969 - loss: 0.0132
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9902 - loss: 0.0364  
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9710 - loss: 0.0561
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9724 - loss: 0.0585
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9980 - loss: 0.0155
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0321
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9953 - loss: 0.0202
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9971 - loss: 0.0199
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9777 - loss: 0.0519  
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9803 - loss: 0.0419
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9803 - loss: 0.0450
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9884 - loss: 0.0362  
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9832 - loss: 0.0387
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9779 - loss: 0.0449
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0251
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9805 - loss: 0.0489
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9687 - loss: 0.0644
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9877 - loss: 0.0367
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9633 - loss: 0.0747
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.9661 - loss: 0.0686
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9791 - loss: 0.0421
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9771 - loss: 0.0496
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9852 - loss: 0.0361
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9832 - loss: 0.0399
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.9490 - loss: 0.0855
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0377
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9965 - loss: 0.0192
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9786 - loss: 0.0404
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9953 - loss: 0.0232
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9808 - loss: 0.0462
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9986 - loss: 0.0135
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.9919 - loss: 0.0251
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9805 - loss: 0.0499
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9851 - loss: 0.0474  
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9909 - loss: 0.0269
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9541 - loss: 0.0871
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9952 - loss: 0.0194
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9459 - loss: 0.0989
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9733 - loss: 0.0537
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9948 - loss: 0.0227
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9962 - loss: 0.0148
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9902 - loss: 0.0272
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9642 - loss: 0.0753
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9920 - loss: 0.0177
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.9942 - loss: 0.0270
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9757 - loss: 0.0522
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9892 - loss: 0.0339
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9819 - loss: 0.0355  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5554 - loss: 0.7051 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5619 - loss: 0.6940
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4787 - loss: 0.7025   
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.6689 - loss: 0.6833
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5203 - loss: 0.7014   
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6770 - loss: 0.6722
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4823 - loss: 0.6896   
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.5687 - loss: 0.6933 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.6026 - loss: 0.6750
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6168 - loss: 0.6681
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.6692 - loss: 0.6578
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.6392 - loss: 0.6625
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6280 - loss: 0.6669   
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.6381 - loss: 0.6370
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6782 - loss: 0.6294   
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6245 - loss: 0.6468
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7084 - loss: 0.6224
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7101 - loss: 0.6100
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6009 - loss: 0.6390
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.6502 - loss: 0.6334
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.6452 - loss: 0.6235
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.6795 - loss: 0.5605
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6691 - loss: 0.6004
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.7601 - loss: 0.5487
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7186 - loss: 0.5575
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6505 - loss: 0.6085
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7107 - loss: 0.5550
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6329 - loss: 0.5950
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7385 - loss: 0.5472  
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6395 - loss: 0.5954
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6615 - loss: 0.6170
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.6943 - loss: 0.5582
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5938 - loss: 0.5776
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6389 - loss: 0.5990
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6983 - loss: 0.5145
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7176 - loss: 0.5183
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8119 - loss: 0.4753
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8070 - loss: 0.5053
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8693 - loss: 0.4290
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8401 - loss: 0.4351
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.8188 - loss: 0.4306
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8608 - loss: 0.3503
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8512 - loss: 0.3551
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8879 - loss: 0.3454
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8983 - loss: 0.3241
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8790 - loss: 0.3545
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8567 - loss: 0.3351
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8530 - loss: 0.3482
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8445 - loss: 0.3579  
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9124 - loss: 0.2896
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8445 - loss: 0.4009 
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8272 - loss: 0.4087
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8407 - loss: 0.3928
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.9245 - loss: 0.2536
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9049 - loss: 0.2784
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.8746 - loss: 0.3419
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8877 - loss: 0.2912
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8153 - loss: 0.4002
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8191 - loss: 0.3652 
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8238 - loss: 0.4138  
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8672 - loss: 0.3803
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8496 - loss: 0.3750
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8453 - loss: 0.3995
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.8229 - loss: 0.4296
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8745 - loss: 0.3254
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8273 - loss: 0.3552
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8587 - loss: 0.3243
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.8398 - loss: 0.3836
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8867 - loss: 0.2962
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.3115
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8451 - loss: 0.3964
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8705 - loss: 0.3376
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8668 - loss: 0.3514
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8537 - loss: 0.3308
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8355 - loss: 0.3918
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8995 - loss: 0.2812
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8720 - loss: 0.3104
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8719 - loss: 0.3318
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8443 - loss: 0.3428
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8551 - loss: 0.3079
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.8750 - loss: 0.3025
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8974 - loss: 0.2619
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.8888 - loss: 0.2948
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8540 - loss: 0.3497
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.8655 - loss: 0.3389
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.8713 - loss: 0.2570
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9079 - loss: 0.2393
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9124 - loss: 0.2872
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.8910 - loss: 0.2832
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9251 - loss: 0.2317
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8953 - loss: 0.2815
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9170 - loss: 0.2426
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9499 - loss: 0.1625
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9159 - loss: 0.2442
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8845 - loss: 0.2711  
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8791 - loss: 0.2306
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9314 - loss: 0.2128
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8906 - loss: 0.2441
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9364 - loss: 0.1703  
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8903 - loss: 0.2333
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9339 - loss: 0.2085
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9477 - loss: 0.1754
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9421 - loss: 0.1467
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9392 - loss: 0.1610
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9470 - loss: 0.1427
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9606 - loss: 0.1446
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.9604 - loss: 0.1207
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9830 - loss: 0.0862
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9550 - loss: 0.1524
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9912 - loss: 0.0907
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9440 - loss: 0.1281
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9502 - loss: 0.1475
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9780 - loss: 0.0913
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9647 - loss: 0.1156
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9714 - loss: 0.0912
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9563 - loss: 0.1080
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9840 - loss: 0.0748
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9751 - loss: 0.0946
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9468 - loss: 0.1015
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9572 - loss: 0.1302
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9948 - loss: 0.0632
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9631 - loss: 0.1060
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9573 - loss: 0.1225
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9303 - loss: 0.1601
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9821 - loss: 0.0695
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9488 - loss: 0.0995  
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9911 - loss: 0.0421
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9847 - loss: 0.0572
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.9922 - loss: 0.0672
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9716 - loss: 0.0795
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9727 - loss: 0.0662
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.9681 - loss: 0.0891
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9907 - loss: 0.0547
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9870 - loss: 0.0528  
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9784 - loss: 0.0612
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9685 - loss: 0.0891
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9497 - loss: 0.1026
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9732 - loss: 0.0577
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9799 - loss: 0.0493  
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9528 - loss: 0.1014
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9827 - loss: 0.0626
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9785 - loss: 0.0819
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9521 - loss: 0.0893
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9677 - loss: 0.0835
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9766 - loss: 0.0639
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.9762 - loss: 0.0638
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0380
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9729 - loss: 0.0537
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9362 - loss: 0.1152
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9908 - loss: 0.0445
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9714 - loss: 0.0885
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9843 - loss: 0.0456  
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9741 - loss: 0.0622
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.9832 - loss: 0.0526
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9699 - loss: 0.0888
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9934 - loss: 0.0417  
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9962 - loss: 0.0283
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.9492 - loss: 0.1198
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9602 - loss: 0.0993
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9737 - loss: 0.0891
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9889 - loss: 0.0462
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9672 - loss: 0.1238
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9761 - loss: 0.0742
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0475
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.9827 - loss: 0.0478
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0448  
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9758 - loss: 0.0772
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9629 - loss: 0.0944
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0321
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0668
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9724 - loss: 0.0524
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0298
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9625 - loss: 0.1056
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9693 - loss: 0.0632
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9804 - loss: 0.0561
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.9810 - loss: 0.0392
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9685 - loss: 0.0977
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9801 - loss: 0.0673  
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9897 - loss: 0.0408
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.9960 - loss: 0.0187
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9874 - loss: 0.0406
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9639 - loss: 0.0606
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9908 - loss: 0.0301
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9885 - loss: 0.0576
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9812 - loss: 0.0554
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.9789 - loss: 0.0461
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9974 - loss: 0.0136
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9706 - loss: 0.0794
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9731 - loss: 0.0465
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9545 - loss: 0.1214
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0314
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9429 - loss: 0.1379
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9907 - loss: 0.0321
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9723 - loss: 0.0525
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9777 - loss: 0.0608
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9749 - loss: 0.0455
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9886 - loss: 0.0454
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9715 - loss: 0.0514
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9814 - loss: 0.0626
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9760 - loss: 0.0518
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9897 - loss: 0.0331
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9971 - loss: 0.0196
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9745 - loss: 0.1052  
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9796 - loss: 0.0574
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9911 - loss: 0.0324
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9960 - loss: 0.0354
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9874 - loss: 0.0328
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9827 - loss: 0.0415
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.9814 - loss: 0.0558
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9822 - loss: 0.0423
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9822 - loss: 0.0488
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9774 - loss: 0.0975
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9842 - loss: 0.0610
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9821 - loss: 0.0505
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9855 - loss: 0.0378
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9844 - loss: 0.0616
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9737 - loss: 0.0607
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9751 - loss: 0.0535
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9696 - loss: 0.0470  
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.9875 - loss: 0.0315
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9722 - loss: 0.0884
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9553 - loss: 0.0908
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9967 - loss: 0.0235
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0779
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.9586 - loss: 0.0509
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9782 - loss: 0.0707
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.9882 - loss: 0.0373
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9607 - loss: 0.0742
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9746 - loss: 0.0561
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9753 - loss: 0.0653
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.9726 - loss: 0.0768
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9848 - loss: 0.0408  
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9829 - loss: 0.0574
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9535 - loss: 0.1103
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9814 - loss: 0.0648
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9853 - loss: 0.0531
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0381
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9899 - loss: 0.0340
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0493  
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9961 - loss: 0.0213  
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9867 - loss: 0.0307
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9895 - loss: 0.0467
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9735 - loss: 0.0427
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9571 - loss: 0.1102
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9867 - loss: 0.0330
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9878 - loss: 0.0254
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 739us/step - accuracy: 0.9906 - loss: 0.0272
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9917 - loss: 0.0188
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 791us/step - accuracy: 0.9871 - loss: 0.0305
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9843 - loss: 0.0568
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9967 - loss: 0.0135
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.9900 - loss: 0.0369
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9887 - loss: 0.0213
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9913 - loss: 0.0280
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9528 - loss: 0.0870
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9912 - loss: 0.0297
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9938 - loss: 0.0340
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9918 - loss: 0.0277
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0175
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0318
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9839 - loss: 0.0438  
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9664 - loss: 0.0460
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9825 - loss: 0.0302
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9846 - loss: 0.0477
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.9971 - loss: 0.0195
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9964 - loss: 0.0198
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9953 - loss: 0.0403
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9807 - loss: 0.0402
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.9835 - loss: 0.0548
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9922 - loss: 0.0316
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9971 - loss: 0.0194
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9971 - loss: 0.0176
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9896 - loss: 0.0399
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9966 - loss: 0.0154
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.9808 - loss: 0.0460
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9975 - loss: 0.0172
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.9966 - loss: 0.0185
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9912 - loss: 0.0334
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9893 - loss: 0.0254  
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9952 - loss: 0.0225
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9953 - loss: 0.0224
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9875 - loss: 0.0349
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9817 - loss: 0.0522  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9963 - loss: 0.0136
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.9821 - loss: 0.0317
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9736 - loss: 0.0622
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9748 - loss: 0.0504
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9776 - loss: 0.0554
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.9890 - loss: 0.0378
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9837 - loss: 0.0458
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9969 - loss: 0.0189
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9573 - loss: 0.1078
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9954 - loss: 0.0207
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0271
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9877 - loss: 0.0327
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9823 - loss: 0.0412
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.9892 - loss: 0.0464
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9909 - loss: 0.0193
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9874 - loss: 0.0451
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9698 - loss: 0.0867  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9852 - loss: 0.0345
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.9604 - loss: 0.1129
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9838 - loss: 0.0451
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9869 - loss: 0.0235
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9910 - loss: 0.0263
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9905 - loss: 0.0287
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0201
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9877 - loss: 0.0297
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9887 - loss: 0.0353
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.9971 - loss: 0.0155
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9830 - loss: 0.0652
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9845 - loss: 0.0595
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0182
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9822 - loss: 0.0413
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0218
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9861 - loss: 0.0524
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0168
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9800 - loss: 0.0445
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.9703 - loss: 0.0523
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9971 - loss: 0.0162
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9910 - loss: 0.0377
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9919 - loss: 0.0338
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9820 - loss: 0.0461
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0431
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9733 - loss: 0.0728
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9942 - loss: 0.0225
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9731 - loss: 0.0605
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0279  
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0306
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9832 - loss: 0.0527
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9886 - loss: 0.0585
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0283
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9736 - loss: 0.0524
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9863 - loss: 0.0316
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9708 - loss: 0.0658
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9755 - loss: 0.0413
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9897 - loss: 0.0318
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9678 - loss: 0.0544
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.9970 - loss: 0.0189
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0554
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9809 - loss: 0.0450
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9962 - loss: 0.0201
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9896 - loss: 0.0344
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0493
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9359 - loss: 0.1249
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9786 - loss: 0.0378
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9905 - loss: 0.0291
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9828 - loss: 0.0335
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0346
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9676 - loss: 0.0566
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9875 - loss: 0.0205
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.9911 - loss: 0.0189
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.9922 - loss: 0.0301
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9919 - loss: 0.0269
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9894 - loss: 0.0215
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9937 - loss: 0.0240
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9863 - loss: 0.0363
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.9953 - loss: 0.0253
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9877 - loss: 0.0247
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9744 - loss: 0.0522
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.9852 - loss: 0.0408
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9965 - loss: 0.0126
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.9877 - loss: 0.0318
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.9675 - loss: 0.0667
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9740 - loss: 0.0460
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9797 - loss: 0.0319
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9959 - loss: 0.0196
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9846 - loss: 0.0355
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9852 - loss: 0.0459
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9884 - loss: 0.0474
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0210  
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9887 - loss: 0.0322
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9808 - loss: 0.0645
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9879 - loss: 0.0234
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9791 - loss: 0.0382
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9664 - loss: 0.0712
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0217
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9815 - loss: 0.0507
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9949 - loss: 0.0175
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9857 - loss: 0.0277
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9879 - loss: 0.0307
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9918 - loss: 0.0323
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9931 - loss: 0.0246
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9932 - loss: 0.0311
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.9911 - loss: 0.0194
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9975 - loss: 0.0147
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9656 - loss: 0.0502  
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9990 - loss: 0.0157
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9955 - loss: 0.0193
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9952 - loss: 0.0214
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9941 - loss: 0.0147
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.9837 - loss: 0.0284
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9917 - loss: 0.0306
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9974 - loss: 0.0158
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - accuracy: 0.9851 - loss: 0.0245
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9763 - loss: 0.0426
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9636 - loss: 0.0419
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9862 - loss: 0.0386
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9962 - loss: 0.0150
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.9922 - loss: 0.0254
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9793 - loss: 0.0488  
In [ ]:
scores
Out[ ]:
[93.12499761581421,
 97.50000238418579,
 98.7500011920929,
 98.7500011920929,
 98.7500011920929]
In [ ]:
scores_3nodes = scores
plt.bar(num_layers, scores_3nodes)
plt.xlabel('Number of Layers')
plt.ylabel('Accuracy')
plt.title('Accuracy by Number of Layers with 3 Nodes')
plt.show()

Our highest results with 3 nodes come from 3+ layers. Results are similar to with 2 nodes.

Results from 4 nodes¶

In [ ]:
scores = []

for num_layer in num_layers:
    model = Sequential()
    model.add(Dense(4, input_dim=2, activation='tanh'))
    for _ in range(num_layer-1):
        model.add(Dense(4, activation='tanh'))
    
    model.add(Dense(1, activation='sigmoid'))
    model.compile(loss='binary_crossentropy', optimizer='sgd', metrics=['accuracy'])
    model.fit(X, y, batch_size=2, epochs=400)
    
    # Append accuracy to array
    scores.append(model.evaluate(X, y)[1]*100)
Epoch 1/400
c:\Users\jomors\AppData\Local\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:88: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5363 - loss: 0.7216     
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4804 - loss: 0.7183
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5572 - loss: 0.7104
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4738 - loss: 0.7344
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4689 - loss: 0.7345
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.5655 - loss: 0.7061
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.5147 - loss: 0.7048
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5316 - loss: 0.6973
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6134 - loss: 0.6693
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5204 - loss: 0.6837   
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5626 - loss: 0.6758   
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5253 - loss: 0.6820
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5260 - loss: 0.6759
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4183 - loss: 0.7120   
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4823 - loss: 0.6915
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5202 - loss: 0.6795
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5560 - loss: 0.6672
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4897 - loss: 0.6793 
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5474 - loss: 0.6733
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.5246 - loss: 0.6706 
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4913 - loss: 0.6759 
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4626 - loss: 0.6821   
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5750 - loss: 0.6569
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3994 - loss: 0.6865   
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5498 - loss: 0.6595
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5890 - loss: 0.6569
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4749 - loss: 0.6658
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5096 - loss: 0.6660
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5550 - loss: 0.6555
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5587 - loss: 0.6487  
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3880 - loss: 0.6826   
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5537 - loss: 0.6566
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 746us/step - accuracy: 0.5239 - loss: 0.6474 
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5654 - loss: 0.6412
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - accuracy: 0.5105 - loss: 0.6533
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5765 - loss: 0.6441
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 722us/step - accuracy: 0.5829 - loss: 0.6326
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5140 - loss: 0.6472
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5836 - loss: 0.6284
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5562 - loss: 0.6376   
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5921 - loss: 0.6287
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5949 - loss: 0.6235  
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6201 - loss: 0.6135
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6652 - loss: 0.5949
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6351 - loss: 0.6163  
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7255 - loss: 0.5799
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6325 - loss: 0.6163
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7035 - loss: 0.6101
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6786 - loss: 0.5927 
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7237 - loss: 0.6050
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7910 - loss: 0.5725
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.7716 - loss: 0.5780
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7553 - loss: 0.5768  
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7959 - loss: 0.5728  
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.8161 - loss: 0.5468
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8170 - loss: 0.5601
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8456 - loss: 0.5598
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8716 - loss: 0.5280
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8961 - loss: 0.5513
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9062 - loss: 0.5380
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9071 - loss: 0.5275
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8926 - loss: 0.5281
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9410 - loss: 0.5019
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9449 - loss: 0.5007
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8781 - loss: 0.4916
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9240 - loss: 0.4926
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9303 - loss: 0.4803
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9172 - loss: 0.4619
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9395 - loss: 0.4623
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9084 - loss: 0.4826
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.8871 - loss: 0.4781
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 800us/step - accuracy: 0.9444 - loss: 0.4725
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 737us/step - accuracy: 0.9428 - loss: 0.4338
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9074 - loss: 0.4461
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.9293 - loss: 0.4392
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 773us/step - accuracy: 0.8937 - loss: 0.4268
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.9205 - loss: 0.4344
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 745us/step - accuracy: 0.8997 - loss: 0.4314
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.9628 - loss: 0.3795
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 692us/step - accuracy: 0.9477 - loss: 0.3930
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.8974 - loss: 0.4147
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 751us/step - accuracy: 0.9194 - loss: 0.3811
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 760us/step - accuracy: 0.9217 - loss: 0.4014
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.9104 - loss: 0.3681
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9322 - loss: 0.3407
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 681us/step - accuracy: 0.9435 - loss: 0.3782
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 732us/step - accuracy: 0.9036 - loss: 0.3575
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9068 - loss: 0.3602
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.9275 - loss: 0.3428
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.9273 - loss: 0.3595
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9195 - loss: 0.3457
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9373 - loss: 0.3287
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.8880 - loss: 0.3481
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - accuracy: 0.9281 - loss: 0.3280
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 755us/step - accuracy: 0.9440 - loss: 0.2942
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 744us/step - accuracy: 0.9060 - loss: 0.3249
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9008 - loss: 0.3378
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9158 - loss: 0.3081
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9184 - loss: 0.3172
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9141 - loss: 0.2989
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9588 - loss: 0.2992
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.9357 - loss: 0.2909
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.8998 - loss: 0.2915
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 759us/step - accuracy: 0.8992 - loss: 0.3059
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.9134 - loss: 0.3013
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 803us/step - accuracy: 0.9324 - loss: 0.2779
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.9547 - loss: 0.2512
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.8978 - loss: 0.3059
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9406 - loss: 0.2790
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9299 - loss: 0.2895
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9454 - loss: 0.2527  
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.9617 - loss: 0.2452
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9187 - loss: 0.2676
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 719us/step - accuracy: 0.9259 - loss: 0.2634
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 697us/step - accuracy: 0.9479 - loss: 0.2739
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 751us/step - accuracy: 0.9467 - loss: 0.2462
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.9312 - loss: 0.2545
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9267 - loss: 0.2626
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9229 - loss: 0.2676
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9507 - loss: 0.2222
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9470 - loss: 0.2331
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9244 - loss: 0.2687
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 710us/step - accuracy: 0.9285 - loss: 0.2489
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 738us/step - accuracy: 0.8928 - loss: 0.2816
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.9392 - loss: 0.2530
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9230 - loss: 0.2658
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.9715 - loss: 0.1969
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9538 - loss: 0.2075
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9309 - loss: 0.2251
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9526 - loss: 0.2098
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9457 - loss: 0.2360
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9479 - loss: 0.2226
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9455 - loss: 0.2135
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9568 - loss: 0.2302
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9241 - loss: 0.2154
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9007 - loss: 0.2570
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9384 - loss: 0.2048
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9168 - loss: 0.2519
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 670us/step - accuracy: 0.9386 - loss: 0.2284
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9395 - loss: 0.2081
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.9204 - loss: 0.2337
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 690us/step - accuracy: 0.9138 - loss: 0.2412
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 803us/step - accuracy: 0.9310 - loss: 0.2105
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 775us/step - accuracy: 0.9257 - loss: 0.2400
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9056 - loss: 0.2119
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9369 - loss: 0.2134
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9483 - loss: 0.1903
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.9461 - loss: 0.2045
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.9154 - loss: 0.2346
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9517 - loss: 0.1897
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9133 - loss: 0.2222
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9030 - loss: 0.2400  
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9430 - loss: 0.2138
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9502 - loss: 0.1854
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.9241 - loss: 0.2032
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9404 - loss: 0.1877
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9058 - loss: 0.2480
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9130 - loss: 0.2345
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - accuracy: 0.9169 - loss: 0.1938
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9479 - loss: 0.1878
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 708us/step - accuracy: 0.9373 - loss: 0.1919
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9599 - loss: 0.1738
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.9453 - loss: 0.1819
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.9514 - loss: 0.1961
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9088 - loss: 0.2452
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9525 - loss: 0.1787
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9508 - loss: 0.1811
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9558 - loss: 0.1901
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8950 - loss: 0.2330
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9066 - loss: 0.2320
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.9240 - loss: 0.1991
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9317 - loss: 0.2038  
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9620 - loss: 0.1726
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9072 - loss: 0.2121
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9169 - loss: 0.2176
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9380 - loss: 0.1700
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9195 - loss: 0.2043
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9081 - loss: 0.1952
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8849 - loss: 0.2318  
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9216 - loss: 0.2035
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9324 - loss: 0.1873
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9261 - loss: 0.1966
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.9298 - loss: 0.1915
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9057 - loss: 0.1905
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9390 - loss: 0.1889
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 772us/step - accuracy: 0.9229 - loss: 0.1959
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9459 - loss: 0.1845
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.9538 - loss: 0.1607 
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 774us/step - accuracy: 0.9123 - loss: 0.2094
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9011 - loss: 0.2253  
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9489 - loss: 0.1751
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9375 - loss: 0.2024
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9342 - loss: 0.1533
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 746us/step - accuracy: 0.8888 - loss: 0.2184
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 739us/step - accuracy: 0.9262 - loss: 0.2061
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 768us/step - accuracy: 0.9028 - loss: 0.2328
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9433 - loss: 0.1513
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9567 - loss: 0.1538
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9048 - loss: 0.1959
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9408 - loss: 0.1727
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.9282 - loss: 0.1832
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9426 - loss: 0.1712
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9314 - loss: 0.1765
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9517 - loss: 0.1483
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 772us/step - accuracy: 0.9083 - loss: 0.2027
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.9316 - loss: 0.1837
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9536 - loss: 0.1511
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9336 - loss: 0.1809
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9069 - loss: 0.2061
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.9472 - loss: 0.1524
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9546 - loss: 0.1545
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 751us/step - accuracy: 0.9358 - loss: 0.1793
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 698us/step - accuracy: 0.9263 - loss: 0.1925
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 765us/step - accuracy: 0.9378 - loss: 0.1846
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9590 - loss: 0.1507
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.8988 - loss: 0.2017
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9486 - loss: 0.1847
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9465 - loss: 0.1582
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9463 - loss: 0.1614
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9317 - loss: 0.1834
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9422 - loss: 0.1582
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 758us/step - accuracy: 0.9422 - loss: 0.1720
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.9298 - loss: 0.1600
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9205 - loss: 0.1564
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9586 - loss: 0.1537  
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9174 - loss: 0.1794
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9312 - loss: 0.2070
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8751 - loss: 0.2449  
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 762us/step - accuracy: 0.9276 - loss: 0.1875
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9373 - loss: 0.1770
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9440 - loss: 0.1871  
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 749us/step - accuracy: 0.9462 - loss: 0.1610
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.9477 - loss: 0.1759
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.9389 - loss: 0.1646
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9379 - loss: 0.1887
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9622 - loss: 0.1498
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9122 - loss: 0.1880
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 697us/step - accuracy: 0.9114 - loss: 0.2230
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9496 - loss: 0.1496
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.9263 - loss: 0.1790
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.9486 - loss: 0.1539
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.9320 - loss: 0.1441
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.9491 - loss: 0.1545
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 712us/step - accuracy: 0.9522 - loss: 0.1393
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9238 - loss: 0.1765
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9389 - loss: 0.1583  
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.9062 - loss: 0.1910
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9246 - loss: 0.1921
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9220 - loss: 0.1762  
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9274 - loss: 0.1873
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.9218 - loss: 0.2075
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9391 - loss: 0.1541
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9171 - loss: 0.1745
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9266 - loss: 0.1763
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9450 - loss: 0.1437
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9247 - loss: 0.1674
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9292 - loss: 0.1911
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9287 - loss: 0.1635
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9519 - loss: 0.1516  
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9382 - loss: 0.1535
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9332 - loss: 0.1553
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9406 - loss: 0.1781
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9299 - loss: 0.1799
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.9431 - loss: 0.1663
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9256 - loss: 0.1989  
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.9292 - loss: 0.1667
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9392 - loss: 0.1565
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9188 - loss: 0.1958
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 758us/step - accuracy: 0.9483 - loss: 0.1586
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9421 - loss: 0.1431
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.9453 - loss: 0.1665
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9259 - loss: 0.1751
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9464 - loss: 0.1655
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9413 - loss: 0.1742  
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9407 - loss: 0.1555
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9195 - loss: 0.1573
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9281 - loss: 0.1699
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 710us/step - accuracy: 0.9432 - loss: 0.1520
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 694us/step - accuracy: 0.9450 - loss: 0.1674
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.9288 - loss: 0.1654
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 803us/step - accuracy: 0.9485 - loss: 0.1524
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9320 - loss: 0.1903
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9451 - loss: 0.1751  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9496 - loss: 0.1447
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9161 - loss: 0.1763
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.9009 - loss: 0.1968
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9389 - loss: 0.1721
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9535 - loss: 0.1488
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9338 - loss: 0.1694
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9329 - loss: 0.1631
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9037 - loss: 0.1811
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9529 - loss: 0.1482
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.9281 - loss: 0.1821
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9009 - loss: 0.1800
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9442 - loss: 0.1852
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9421 - loss: 0.1420  
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9433 - loss: 0.1581
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9125 - loss: 0.1810
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9378 - loss: 0.1624
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9370 - loss: 0.1775
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9347 - loss: 0.1503
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9237 - loss: 0.1875
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9395 - loss: 0.1313
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8914 - loss: 0.2572
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.9575 - loss: 0.1670
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.9243 - loss: 0.1743
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9448 - loss: 0.1501  
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9543 - loss: 0.1381
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9313 - loss: 0.1630
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9209 - loss: 0.1604
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9201 - loss: 0.1688
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9284 - loss: 0.1683
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9324 - loss: 0.1352
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 736us/step - accuracy: 0.9350 - loss: 0.1646
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9525 - loss: 0.1359
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9424 - loss: 0.1745
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9249 - loss: 0.1845
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9380 - loss: 0.1390
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9259 - loss: 0.1678
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9322 - loss: 0.1625  
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9041 - loss: 0.2076
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - accuracy: 0.9611 - loss: 0.1393
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9475 - loss: 0.1773
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.9419 - loss: 0.1635
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9309 - loss: 0.1874
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9261 - loss: 0.1797
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9324 - loss: 0.1507
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9471 - loss: 0.1436
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9550 - loss: 0.1338
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9074 - loss: 0.2085
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.9409 - loss: 0.1391
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9254 - loss: 0.1694
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9393 - loss: 0.1509
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9310 - loss: 0.1750
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 735us/step - accuracy: 0.9202 - loss: 0.1429
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.9406 - loss: 0.1402
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.9030 - loss: 0.2082
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9277 - loss: 0.1624
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9065 - loss: 0.1651
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9366 - loss: 0.1509
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9330 - loss: 0.2005
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9220 - loss: 0.1723
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9727 - loss: 0.1263
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.9433 - loss: 0.1587
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9341 - loss: 0.1847
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 751us/step - accuracy: 0.9727 - loss: 0.1154
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9348 - loss: 0.1637
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.9554 - loss: 0.1575
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 768us/step - accuracy: 0.9446 - loss: 0.1451
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.9192 - loss: 0.1804
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9416 - loss: 0.1581  
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9255 - loss: 0.1692
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.8854 - loss: 0.2128
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.9174 - loss: 0.1816
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.9587 - loss: 0.1333
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9080 - loss: 0.1786
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9288 - loss: 0.1541
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9077 - loss: 0.1675
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9162 - loss: 0.1591
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9381 - loss: 0.1445
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.9371 - loss: 0.1800
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9236 - loss: 0.1985
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9136 - loss: 0.2045
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9348 - loss: 0.1370  
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9355 - loss: 0.1480
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9612 - loss: 0.1337
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9674 - loss: 0.1191  
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9685 - loss: 0.1167
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9522 - loss: 0.1559
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.9691 - loss: 0.1190
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9429 - loss: 0.1457
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9209 - loss: 0.1887  
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9471 - loss: 0.1329
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9497 - loss: 0.1512
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - accuracy: 0.9622 - loss: 0.1229
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9184 - loss: 0.2125
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9463 - loss: 0.1557
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9434 - loss: 0.1553
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.8842 - loss: 0.2001
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - accuracy: 0.9182 - loss: 0.1514
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9413 - loss: 0.1400
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9361 - loss: 0.1484
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9425 - loss: 0.1450  
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.8842 - loss: 0.2223
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 741us/step - accuracy: 0.9279 - loss: 0.1641
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9657 - loss: 0.1283
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9165 - loss: 0.1833
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9714 - loss: 0.1133
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9346 - loss: 0.1559  
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9194 - loss: 0.1628
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.9211 - loss: 0.1665
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9200 - loss: 0.1611
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.9411 - loss: 0.1279
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9384 - loss: 0.1398
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9382 - loss: 0.1577
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.9434 - loss: 0.1484
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9658 - loss: 0.1392  
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.9758 - loss: 0.1127
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9580 - loss: 0.1201
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9173 - loss: 0.1760  
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9115 - loss: 0.1764 
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4872 - loss: 0.6976 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5708 - loss: 0.6914
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.5204 - loss: 0.6920 
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5351 - loss: 0.6953  
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.5287 - loss: 0.6922
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5680 - loss: 0.6885
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.4843 - loss: 0.6943 
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5342 - loss: 0.6888
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.5715 - loss: 0.6889
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.4744 - loss: 0.6920
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.4403 - loss: 0.6902
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5126 - loss: 0.6912
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.5115 - loss: 0.6839
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5037 - loss: 0.6826
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6097 - loss: 0.6855
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5512 - loss: 0.6823 
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5711 - loss: 0.6810
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6108 - loss: 0.6773
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5957 - loss: 0.6780
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.6212 - loss: 0.6765 
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6718 - loss: 0.6719
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6677 - loss: 0.6710
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7532 - loss: 0.6679
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8005 - loss: 0.6653
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.7391 - loss: 0.6637
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7689 - loss: 0.6608
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.7790 - loss: 0.6608
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8029 - loss: 0.6547
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7913 - loss: 0.6515
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8060 - loss: 0.6537
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8259 - loss: 0.6386
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.7895 - loss: 0.6440
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8271 - loss: 0.6276
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 775us/step - accuracy: 0.8455 - loss: 0.6222
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8350 - loss: 0.6166
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8445 - loss: 0.6078
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.8387 - loss: 0.6073
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8399 - loss: 0.5993
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8648 - loss: 0.5949
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.5672
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8633 - loss: 0.5785
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.8611 - loss: 0.5543
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8799 - loss: 0.5489
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8433 - loss: 0.5433
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9202 - loss: 0.5032
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8519 - loss: 0.5160
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 711us/step - accuracy: 0.8899 - loss: 0.5045
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8958 - loss: 0.4923  
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8928 - loss: 0.4900
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8980 - loss: 0.4748
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8651 - loss: 0.4437
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.9121 - loss: 0.4387
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8548 - loss: 0.4504
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8649 - loss: 0.4246
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.8797 - loss: 0.4246
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9027 - loss: 0.3970
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.9069 - loss: 0.3781
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9263 - loss: 0.3613
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8954 - loss: 0.3708
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9232 - loss: 0.3505
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9081 - loss: 0.3436  
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8646 - loss: 0.3766
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.8681 - loss: 0.3597
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.9088 - loss: 0.3245
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.9324 - loss: 0.3324
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.8681 - loss: 0.3828
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9205 - loss: 0.2930
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9267 - loss: 0.2851
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.9079 - loss: 0.3127
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9310 - loss: 0.2728
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9403 - loss: 0.2594  
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9354 - loss: 0.2677
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9401 - loss: 0.2393
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9133 - loss: 0.2604
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.9046 - loss: 0.2687
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9124 - loss: 0.2628
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9013 - loss: 0.2594
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9132 - loss: 0.2535
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.9529 - loss: 0.2379
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9043 - loss: 0.2399
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9267 - loss: 0.2386
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9123 - loss: 0.2433
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9145 - loss: 0.2641
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9395 - loss: 0.2110
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9082 - loss: 0.2296
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - accuracy: 0.9381 - loss: 0.1940
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.9405 - loss: 0.2138
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9405 - loss: 0.2052
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9216 - loss: 0.2178
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9478 - loss: 0.1781
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.9313 - loss: 0.2118
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9648 - loss: 0.1847
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9306 - loss: 0.2214  
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9512 - loss: 0.1939
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9441 - loss: 0.1928
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9679 - loss: 0.1804
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.9556 - loss: 0.1739
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - accuracy: 0.9453 - loss: 0.1792
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.9656 - loss: 0.1635
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.9744 - loss: 0.1458
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.9686 - loss: 0.1715
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9459 - loss: 0.1605
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.9444 - loss: 0.1813
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9754 - loss: 0.1453
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.9251 - loss: 0.2112
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9765 - loss: 0.1548
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.9711 - loss: 0.1368
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9622 - loss: 0.1683
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9269 - loss: 0.2064
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9422 - loss: 0.1944
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.9264 - loss: 0.2108
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9793 - loss: 0.1480
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.1169
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9625 - loss: 0.1561
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - accuracy: 0.9783 - loss: 0.1464
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9816 - loss: 0.1283
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.9672 - loss: 0.1447
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9807 - loss: 0.1296
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9876 - loss: 0.1156
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9616 - loss: 0.1340
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.9721 - loss: 0.1382
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9756 - loss: 0.1283
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9680 - loss: 0.1196
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9492 - loss: 0.1450
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9806 - loss: 0.1237
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9610 - loss: 0.1402
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9323 - loss: 0.1618
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9633 - loss: 0.1506
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9877 - loss: 0.1108
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9777 - loss: 0.1236
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9876 - loss: 0.1072
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9637 - loss: 0.1255
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.9446 - loss: 0.1394
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.9733 - loss: 0.1079
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9578 - loss: 0.1246
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9724 - loss: 0.0975  
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9776 - loss: 0.1038
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 777us/step - accuracy: 0.9842 - loss: 0.1068
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9888 - loss: 0.1072
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9634 - loss: 0.1632
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9735 - loss: 0.0999  
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9653 - loss: 0.1114
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9591 - loss: 0.1076
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9846 - loss: 0.0914
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9856 - loss: 0.1041
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 762us/step - accuracy: 0.9423 - loss: 0.1229
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9686 - loss: 0.1245
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9719 - loss: 0.1193
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9670 - loss: 0.1119
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.9464 - loss: 0.1190
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.9864 - loss: 0.0763
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.9759 - loss: 0.1044
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9680 - loss: 0.0981
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9466 - loss: 0.1276
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.9798 - loss: 0.0706
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9724 - loss: 0.0944
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9885 - loss: 0.1008  
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9736 - loss: 0.1017
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9482 - loss: 0.1058
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9808 - loss: 0.0794
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9507 - loss: 0.1070
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - accuracy: 0.9810 - loss: 0.0698
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9787 - loss: 0.0836
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9782 - loss: 0.0748
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9818 - loss: 0.0832
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9681 - loss: 0.0917
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9721 - loss: 0.0825
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.9789 - loss: 0.1023
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.9866 - loss: 0.0719
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 711us/step - accuracy: 0.9305 - loss: 0.1288
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9903 - loss: 0.0755
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0819
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9831 - loss: 0.0772
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9730 - loss: 0.0997
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9863 - loss: 0.0819
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9947 - loss: 0.0691
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9769 - loss: 0.0943  
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9726 - loss: 0.0773
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9853 - loss: 0.0834
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9891 - loss: 0.0603
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9576 - loss: 0.1027
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9834 - loss: 0.0841
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9719 - loss: 0.1024
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9728 - loss: 0.0715
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9727 - loss: 0.0849  
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9813 - loss: 0.0636
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9803 - loss: 0.0893
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9833 - loss: 0.0733
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.9663 - loss: 0.0666
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9751 - loss: 0.0715
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 770us/step - accuracy: 0.9923 - loss: 0.0477
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9885 - loss: 0.0588
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9829 - loss: 0.0546
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9941 - loss: 0.0629
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9784 - loss: 0.0769
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9560 - loss: 0.1039  
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.9786 - loss: 0.0895
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9733 - loss: 0.0729  
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9758 - loss: 0.0736
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9858 - loss: 0.0555
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9905 - loss: 0.0509
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0508
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9951 - loss: 0.0577
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9504 - loss: 0.0770
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9954 - loss: 0.0461  
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9862 - loss: 0.0707
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.9840 - loss: 0.0644
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.9865 - loss: 0.0642
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.9802 - loss: 0.0817
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9941 - loss: 0.0529  
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9714 - loss: 0.0714
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9900 - loss: 0.0465
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0599
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9942 - loss: 0.0478
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.9932 - loss: 0.0528
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9876 - loss: 0.0715
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9785 - loss: 0.0610
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9940 - loss: 0.0411
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9887 - loss: 0.0396
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9560 - loss: 0.0921
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.9868 - loss: 0.0524
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9988 - loss: 0.0415
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0445
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.9838 - loss: 0.0531
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9861 - loss: 0.0544
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9826 - loss: 0.0636
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9938 - loss: 0.0448  
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0451  
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9957 - loss: 0.0433
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9906 - loss: 0.0448
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9973 - loss: 0.0413
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9932 - loss: 0.0466
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.9925 - loss: 0.0483
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9946 - loss: 0.0531
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 757us/step - accuracy: 0.9919 - loss: 0.0508
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9887 - loss: 0.0536
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.9803 - loss: 0.0550
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9929 - loss: 0.0460
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 745us/step - accuracy: 0.9848 - loss: 0.0420
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9901 - loss: 0.0515
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9971 - loss: 0.0430
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.9876 - loss: 0.0443
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9878 - loss: 0.0496
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9835 - loss: 0.0682
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0448
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9830 - loss: 0.0482
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9699 - loss: 0.0588
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 728us/step - accuracy: 0.9814 - loss: 0.0665
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9983 - loss: 0.0370
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9922 - loss: 0.0421
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9826 - loss: 0.0585
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 764us/step - accuracy: 0.9810 - loss: 0.0449
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9869 - loss: 0.0405
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9777 - loss: 0.0573
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9991 - loss: 0.0359
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9874 - loss: 0.0491
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.9922 - loss: 0.0414
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0347
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 755us/step - accuracy: 0.9964 - loss: 0.0399
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0509
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9880 - loss: 0.0637
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 761us/step - accuracy: 0.9929 - loss: 0.0324
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 777us/step - accuracy: 0.9923 - loss: 0.0429
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9825 - loss: 0.0463
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9951 - loss: 0.0392
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9939 - loss: 0.0398
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.9821 - loss: 0.0416
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9918 - loss: 0.0393
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9847 - loss: 0.0515
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9842 - loss: 0.0328
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0360  
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9800 - loss: 0.0622  
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9971 - loss: 0.0329
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9946 - loss: 0.0566
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.9862 - loss: 0.0574
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9788 - loss: 0.0491
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9805 - loss: 0.0470
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9838 - loss: 0.0587
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0478
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9942 - loss: 0.0357
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9902 - loss: 0.0527
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9963 - loss: 0.0258
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9904 - loss: 0.0424
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9934 - loss: 0.0410
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9918 - loss: 0.0391
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9883 - loss: 0.0308  
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9987 - loss: 0.0282
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9585 - loss: 0.0648
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.9869 - loss: 0.0357
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9940 - loss: 0.0312
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 764us/step - accuracy: 0.9907 - loss: 0.0464
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9838 - loss: 0.0491
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9886 - loss: 0.0352
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9917 - loss: 0.0371
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.9950 - loss: 0.0363
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9881 - loss: 0.0357  
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9798 - loss: 0.0381
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9868 - loss: 0.0396
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.9920 - loss: 0.0437
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.9872 - loss: 0.0414
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9645 - loss: 0.0565
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9897 - loss: 0.0315
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.9755 - loss: 0.0544
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9907 - loss: 0.0438
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0432
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9782 - loss: 0.0426
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0372
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 758us/step - accuracy: 0.9947 - loss: 0.0582
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0510  
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9928 - loss: 0.0332
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9907 - loss: 0.0448
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9714 - loss: 0.0412
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.9840 - loss: 0.0318
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 774us/step - accuracy: 0.9940 - loss: 0.0400
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9794 - loss: 0.0456
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9765 - loss: 0.0418
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9978 - loss: 0.0241
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.9913 - loss: 0.0408
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 773us/step - accuracy: 0.9877 - loss: 0.0499
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9934 - loss: 0.0265
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9895 - loss: 0.0347
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9952 - loss: 0.0242
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9913 - loss: 0.0360
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9925 - loss: 0.0398
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9904 - loss: 0.0285
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9980 - loss: 0.0271
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9930 - loss: 0.0407
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9975 - loss: 0.0266
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9786 - loss: 0.0465
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9990 - loss: 0.0251
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.9926 - loss: 0.0431
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9921 - loss: 0.0380
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9847 - loss: 0.0429
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0311  
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9658 - loss: 0.0411
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9877 - loss: 0.0412
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9646 - loss: 0.0551
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9769 - loss: 0.0413
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 770us/step - accuracy: 0.9930 - loss: 0.0275
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9764 - loss: 0.0611
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9963 - loss: 0.0269
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9870 - loss: 0.0282
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9988 - loss: 0.0249
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9935 - loss: 0.0312
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9955 - loss: 0.0291  
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.9884 - loss: 0.0430
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9919 - loss: 0.0258
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9911 - loss: 0.0388
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.9837 - loss: 0.0274
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9742 - loss: 0.0565  
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9971 - loss: 0.0250
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0365
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9754 - loss: 0.0470
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9621 - loss: 0.0406
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9837 - loss: 0.0389
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9911 - loss: 0.0438
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9904 - loss: 0.0364  
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0366
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9919 - loss: 0.0367  
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9856 - loss: 0.0353
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9749 - loss: 0.0522
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9894 - loss: 0.0261
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9965 - loss: 0.0229
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9985 - loss: 0.0315
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9764 - loss: 0.0393
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9947 - loss: 0.0216
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9878 - loss: 0.0350
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9808 - loss: 0.0357 
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.9881 - loss: 0.0288
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.9870 - loss: 0.0260
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9910 - loss: 0.0210
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9786 - loss: 0.0434
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9651 - loss: 0.0428
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.9886 - loss: 0.0234
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.9904 - loss: 0.0279
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9785 - loss: 0.0449
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0214
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9753 - loss: 0.0324
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.9876 - loss: 0.0416
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9921 - loss: 0.0242
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.9906 - loss: 0.0333
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.9690 - loss: 0.0473
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9820 - loss: 0.0428
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9671 - loss: 0.0449
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.9816 - loss: 0.0340
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9921 - loss: 0.0350
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.0265
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9916 - loss: 0.0226
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9954 - loss: 0.0321
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0266
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.9781 - loss: 0.0438
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9973 - loss: 0.0297
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.9984 - loss: 0.0192
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9831 - loss: 0.0328
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.9972 - loss: 0.0526
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9737 - loss: 0.0375
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9789 - loss: 0.0280
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9872 - loss: 0.0284
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.9947 - loss: 0.0285
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 745us/step - accuracy: 0.9761 - loss: 0.0310
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - accuracy: 0.9902 - loss: 0.0328  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5463 - loss: 0.6900 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5812 - loss: 0.6835
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5029 - loss: 0.6995
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4664 - loss: 0.6909
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5763 - loss: 0.6833  
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4821 - loss: 0.6833
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5353 - loss: 0.6759  
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6133 - loss: 0.6731 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4966 - loss: 0.6689
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5926 - loss: 0.6702 
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.6770 - loss: 0.6590
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.7657 - loss: 0.6502
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.8421 - loss: 0.6283
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7866 - loss: 0.6391
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8168 - loss: 0.6187
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.7510 - loss: 0.6260
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8497 - loss: 0.5997
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8198 - loss: 0.5881
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.8345 - loss: 0.5662
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8503 - loss: 0.5532
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.8099 - loss: 0.5389
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9357 - loss: 0.4861
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8727 - loss: 0.4906
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.8531 - loss: 0.4725
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8884 - loss: 0.4337
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8643 - loss: 0.4419
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8940 - loss: 0.3994
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.8861 - loss: 0.3800
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 737us/step - accuracy: 0.8844 - loss: 0.3885
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9143 - loss: 0.3375
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9195 - loss: 0.3230
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8932 - loss: 0.3143
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8956 - loss: 0.2981
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9148 - loss: 0.3002
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.8996 - loss: 0.3021
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9256 - loss: 0.2769
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.8843 - loss: 0.2989
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8937 - loss: 0.2719
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.8764 - loss: 0.3016
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9227 - loss: 0.2234
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8741 - loss: 0.2974
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9270 - loss: 0.2143
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9012 - loss: 0.2225
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8931 - loss: 0.2557
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.9224 - loss: 0.2295
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - accuracy: 0.8868 - loss: 0.2471
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9039 - loss: 0.2231
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8906 - loss: 0.2299
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9022 - loss: 0.2301
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - accuracy: 0.9238 - loss: 0.1784
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9530 - loss: 0.1573
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9371 - loss: 0.1684
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9789 - loss: 0.1482  
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.9579 - loss: 0.1536
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9573 - loss: 0.1461
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9763 - loss: 0.1335
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9835 - loss: 0.1050
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9704 - loss: 0.1139  
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9650 - loss: 0.1195
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9088 - loss: 0.1915   
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.1132
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9365 - loss: 0.1279
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9590 - loss: 0.1153
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9730 - loss: 0.1098
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9498 - loss: 0.1123
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9839 - loss: 0.0843
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9961 - loss: 0.0762
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9553 - loss: 0.1353
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9818 - loss: 0.0849
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.0691
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9702 - loss: 0.0872
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.9653 - loss: 0.0871
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9964 - loss: 0.0708
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9869 - loss: 0.0809
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9812 - loss: 0.0708
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 724us/step - accuracy: 0.9935 - loss: 0.0554
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9834 - loss: 0.0810
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9681 - loss: 0.0799
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9780 - loss: 0.0632
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9597 - loss: 0.0849
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9778 - loss: 0.0806
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.9838 - loss: 0.0653
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9910 - loss: 0.0547
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9510 - loss: 0.0719
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9968 - loss: 0.0399
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0451
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9800 - loss: 0.0637
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9947 - loss: 0.0444
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9854 - loss: 0.0545
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9874 - loss: 0.0514
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9475 - loss: 0.0884
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9747 - loss: 0.0641
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9631 - loss: 0.0691
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9951 - loss: 0.0562
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9917 - loss: 0.0689
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.9705 - loss: 0.0784
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9850 - loss: 0.0626
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9731 - loss: 0.0617
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.9947 - loss: 0.0436
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9861 - loss: 0.0549
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9722 - loss: 0.0659
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9647 - loss: 0.0642
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.9781 - loss: 0.0515
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9773 - loss: 0.0544
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.9954 - loss: 0.0498
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0560  
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.9860 - loss: 0.0438
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9768 - loss: 0.0586
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9739 - loss: 0.0578
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9921 - loss: 0.0457
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9962 - loss: 0.0370
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9906 - loss: 0.0374
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9607 - loss: 0.0684
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9926 - loss: 0.0501
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0282
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9803 - loss: 0.0471
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9985 - loss: 0.0294  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9784 - loss: 0.0397
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9912 - loss: 0.0405
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9889 - loss: 0.0352
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0440
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9900 - loss: 0.0369
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9875 - loss: 0.0455
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9869 - loss: 0.0497  
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9631 - loss: 0.0720
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9962 - loss: 0.0289
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9834 - loss: 0.0340
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 775us/step - accuracy: 0.9982 - loss: 0.0270
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.9782 - loss: 0.0418
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9742 - loss: 0.0525
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9863 - loss: 0.0346
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9846 - loss: 0.0394
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9993 - loss: 0.0194
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9742 - loss: 0.0586
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9861 - loss: 0.0366
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9830 - loss: 0.0434
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9872 - loss: 0.0279
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0303
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9983 - loss: 0.0198
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9871 - loss: 0.0575
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0493
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0304  
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9929 - loss: 0.0302
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0273
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.9768 - loss: 0.0671
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0327
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9954 - loss: 0.0332
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.9887 - loss: 0.0448
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0299
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9978 - loss: 0.0212
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9831 - loss: 0.0304
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9824 - loss: 0.0347
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9859 - loss: 0.0440
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9755 - loss: 0.0469
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9751 - loss: 0.0397
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9981 - loss: 0.0364
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9861 - loss: 0.0492
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9821 - loss: 0.0376
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9834 - loss: 0.0293
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9970 - loss: 0.0263
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9957 - loss: 0.0249
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9834 - loss: 0.0358
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9876 - loss: 0.0320
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9793 - loss: 0.0425
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9832 - loss: 0.0297
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9897 - loss: 0.0324 
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 761us/step - accuracy: 0.9927 - loss: 0.0310
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9796 - loss: 0.0379
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9902 - loss: 0.0212
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9963 - loss: 0.0316
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9768 - loss: 0.0397  
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9910 - loss: 0.0275
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9903 - loss: 0.0387
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9665 - loss: 0.0440
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9810 - loss: 0.0514
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9985 - loss: 0.0177
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9848 - loss: 0.0313
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9830 - loss: 0.0343
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9645 - loss: 0.0652
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9900 - loss: 0.0232
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9433 - loss: 0.0695
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.9969 - loss: 0.0196
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9627 - loss: 0.0484
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.9634 - loss: 0.0522
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9865 - loss: 0.0276
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.9938 - loss: 0.0284
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0389
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0247
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.9911 - loss: 0.0210
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9721 - loss: 0.0407
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9856 - loss: 0.0324
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9773 - loss: 0.0437
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 739us/step - accuracy: 0.9767 - loss: 0.0384
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.9959 - loss: 0.0212
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9825 - loss: 0.0353  
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.9695 - loss: 0.0373
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9842 - loss: 0.0255
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.9815 - loss: 0.0343
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 770us/step - accuracy: 0.9702 - loss: 0.0392
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9748 - loss: 0.0338
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.9941 - loss: 0.0279
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9966 - loss: 0.0152
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9847 - loss: 0.0257
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9982 - loss: 0.0264
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9797 - loss: 0.0295
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.9856 - loss: 0.0244
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9890 - loss: 0.0340
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9847 - loss: 0.0239
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9714 - loss: 0.0406
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9734 - loss: 0.0330  
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9866 - loss: 0.0238
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.9893 - loss: 0.0266
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9875 - loss: 0.0234
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.9770 - loss: 0.0330
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9791 - loss: 0.0310  
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9941 - loss: 0.0170
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9883 - loss: 0.0306
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9965 - loss: 0.0217
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9917 - loss: 0.0376
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.9716 - loss: 0.0400
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.9880 - loss: 0.0207
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9764 - loss: 0.0355
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9921 - loss: 0.0313  
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9914 - loss: 0.0213
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9909 - loss: 0.0271
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9843 - loss: 0.0268
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9903 - loss: 0.0259  
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9964 - loss: 0.0184
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9809 - loss: 0.0263
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9576 - loss: 0.0520
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9780 - loss: 0.0324
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9667 - loss: 0.0436
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9776 - loss: 0.0310
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.9957 - loss: 0.0243
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9868 - loss: 0.0254
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9637 - loss: 0.0485
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9925 - loss: 0.0168
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9876 - loss: 0.0248
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9927 - loss: 0.0183
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0156
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9856 - loss: 0.0200
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9901 - loss: 0.0354
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9891 - loss: 0.0179
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9740 - loss: 0.0320
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9710 - loss: 0.0338
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9901 - loss: 0.0262
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0157
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.9717 - loss: 0.0343
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9662 - loss: 0.0395  
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9984 - loss: 0.0162  
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9752 - loss: 0.0456
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9802 - loss: 0.0322  
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9894 - loss: 0.0229
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9825 - loss: 0.0245
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9874 - loss: 0.0227
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9786 - loss: 0.0453
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9683 - loss: 0.0358
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0182  
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9927 - loss: 0.0289
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9872 - loss: 0.0258
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9924 - loss: 0.0328
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9756 - loss: 0.0282
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.9894 - loss: 0.0206
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9900 - loss: 0.0284
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9975 - loss: 0.0161
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0244
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9863 - loss: 0.0387
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9838 - loss: 0.0270
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9752 - loss: 0.0371
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9721 - loss: 0.0291
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9987 - loss: 0.0138
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9703 - loss: 0.0446
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9927 - loss: 0.0232
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9864 - loss: 0.0226
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9810 - loss: 0.0322
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9963 - loss: 0.0199  
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9772 - loss: 0.0253
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9985 - loss: 0.0180
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 753us/step - accuracy: 0.9950 - loss: 0.0102
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9929 - loss: 0.0136  
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9872 - loss: 0.0420
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9802 - loss: 0.0289
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9680 - loss: 0.0420
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.9844 - loss: 0.0378
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9912 - loss: 0.0253
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9728 - loss: 0.0317
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9979 - loss: 0.0164
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9989 - loss: 0.0121
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9891 - loss: 0.0222
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9899 - loss: 0.0412
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9680 - loss: 0.0336
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9811 - loss: 0.0218
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9907 - loss: 0.0301
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9741 - loss: 0.0352  
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9743 - loss: 0.0311
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9821 - loss: 0.0225
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.9769 - loss: 0.0257
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0217
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9927 - loss: 0.0183
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9949 - loss: 0.0139
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9686 - loss: 0.0332
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9930 - loss: 0.0257
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.9816 - loss: 0.0366
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9948 - loss: 0.0108
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9912 - loss: 0.0236
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.9955 - loss: 0.0158
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9795 - loss: 0.0353
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.0123
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9855 - loss: 0.0212
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0242
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9908 - loss: 0.0150
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9806 - loss: 0.0263
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9902 - loss: 0.0188
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.9891 - loss: 0.0276
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9787 - loss: 0.0273
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9833 - loss: 0.0272
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9867 - loss: 0.0160
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9778 - loss: 0.0240
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0275
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9929 - loss: 0.0128
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 774us/step - accuracy: 0.9953 - loss: 0.0158
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9801 - loss: 0.0351
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.9856 - loss: 0.0229
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9857 - loss: 0.0326
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9847 - loss: 0.0253
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0307  
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9918 - loss: 0.0134
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9869 - loss: 0.0194  
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9940 - loss: 0.0156
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 731us/step - accuracy: 0.9844 - loss: 0.0328
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9834 - loss: 0.0204
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.9975 - loss: 0.0161
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9902 - loss: 0.0197
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9864 - loss: 0.0196
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9875 - loss: 0.0212
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9890 - loss: 0.0181  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9979 - loss: 0.0136
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.9885 - loss: 0.0151
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9941 - loss: 0.0166
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9883 - loss: 0.0335  
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.9768 - loss: 0.0359
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9942 - loss: 0.0195
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9905 - loss: 0.0221
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9922 - loss: 0.0204
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9660 - loss: 0.0326
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9843 - loss: 0.0227
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9729 - loss: 0.0287
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9858 - loss: 0.0194
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9867 - loss: 0.0314
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9662 - loss: 0.0327
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.9957 - loss: 0.0141
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9938 - loss: 0.0138
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9754 - loss: 0.0270
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.9898 - loss: 0.0302
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9863 - loss: 0.0348
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9986 - loss: 0.0093
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.9860 - loss: 0.0187
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.9759 - loss: 0.0402
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9716 - loss: 0.0342
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9789 - loss: 0.0358
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9882 - loss: 0.0193
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.9788 - loss: 0.0272 
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0155
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9965 - loss: 0.0149   
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9928 - loss: 0.0239
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9596 - loss: 0.0456
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9827 - loss: 0.0221
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9889 - loss: 0.0164
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9967 - loss: 0.0203
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.9830 - loss: 0.0275 
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9887 - loss: 0.0141
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.9946 - loss: 0.0129 
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9860 - loss: 0.0223
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9976 - loss: 0.0178
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9791 - loss: 0.0293
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9690 - loss: 0.0330
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9887 - loss: 0.0207
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9947 - loss: 0.0234 
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9881 - loss: 0.0175
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9612 - loss: 0.0361  
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0173
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9873 - loss: 0.0210
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0135
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9870 - loss: 0.0421
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9892 - loss: 0.0267
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9949 - loss: 0.0165
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9721 - loss: 0.0461 
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0228
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9778 - loss: 0.0345
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9760 - loss: 0.0250
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.9992 - loss: 0.0208
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.9980 - loss: 0.0096
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9876 - loss: 0.0151
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9869 - loss: 0.0390  
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9905 - loss: 0.0235
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9859 - loss: 0.0172
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9782 - loss: 0.0344
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9804 - loss: 0.0297
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0139
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.9896 - loss: 0.0222
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 0s/step - accuracy: 0.9928 - loss: 0.0205  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 908us/step - accuracy: 0.4381 - loss: 0.7449
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5243 - loss: 0.7004
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.6073 - loss: 0.6586
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5583 - loss: 0.6751
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.5139 - loss: 0.6638 
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5555 - loss: 0.6526
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.6258 - loss: 0.6285
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6434 - loss: 0.6357   
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6711 - loss: 0.6146
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.6876 - loss: 0.6009
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.7605 - loss: 0.5631
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.8407 - loss: 0.5482
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.7864 - loss: 0.5277
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8901 - loss: 0.5070
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8970 - loss: 0.4764
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9043 - loss: 0.4475
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9369 - loss: 0.4568
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9457 - loss: 0.4171
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9379 - loss: 0.3852
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8997 - loss: 0.3746
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.9503 - loss: 0.3619
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9362 - loss: 0.3407  
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9257 - loss: 0.3173
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9330 - loss: 0.2956
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9601 - loss: 0.2338
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.9540 - loss: 0.2356
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.9712 - loss: 0.2095
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.9301 - loss: 0.2031
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9475 - loss: 0.2233
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9449 - loss: 0.1818
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9603 - loss: 0.1738
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9349 - loss: 0.1911
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9417 - loss: 0.1874
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.9756 - loss: 0.1420
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9236 - loss: 0.1764
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9217 - loss: 0.2136
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9466 - loss: 0.1589
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9541 - loss: 0.1609
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.9614 - loss: 0.1433
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9589 - loss: 0.1433
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9409 - loss: 0.1782
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.9385 - loss: 0.1443
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9666 - loss: 0.1193
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 800us/step - accuracy: 0.9663 - loss: 0.1056
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9482 - loss: 0.1649  
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9617 - loss: 0.1082
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9614 - loss: 0.1114
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9822 - loss: 0.0942
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9761 - loss: 0.0802
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9754 - loss: 0.0914
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - accuracy: 0.9643 - loss: 0.1111
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9552 - loss: 0.1113
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9624 - loss: 0.1041
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9708 - loss: 0.0772
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0938
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9602 - loss: 0.1094  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.9803 - loss: 0.0820
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9455 - loss: 0.1026
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9553 - loss: 0.1088
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9553 - loss: 0.1077
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.9740 - loss: 0.0893
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9563 - loss: 0.1099
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9449 - loss: 0.0821
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.9348 - loss: 0.0998
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9687 - loss: 0.0958
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.9662 - loss: 0.0803
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9899 - loss: 0.0516
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9919 - loss: 0.0610
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9506 - loss: 0.1019
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9874 - loss: 0.0520
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0765
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9707 - loss: 0.0822  
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9832 - loss: 0.0721
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.9612 - loss: 0.0933
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9911 - loss: 0.0551
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9749 - loss: 0.0910
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9841 - loss: 0.0720  
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9669 - loss: 0.0997  
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9938 - loss: 0.0439
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9897 - loss: 0.0525
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9381 - loss: 0.0888
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9617 - loss: 0.0641
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9800 - loss: 0.0554
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9904 - loss: 0.0613
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9894 - loss: 0.0441
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9885 - loss: 0.0558
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.9463 - loss: 0.0943
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.9506 - loss: 0.0751
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.9748 - loss: 0.0612
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9820 - loss: 0.0486
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9758 - loss: 0.0599
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9829 - loss: 0.0452  
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9933 - loss: 0.0387
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9586 - loss: 0.0602
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9669 - loss: 0.0622
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9831 - loss: 0.0500
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9925 - loss: 0.0376
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9579 - loss: 0.1223
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9754 - loss: 0.0630  
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9761 - loss: 0.0728  
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9789 - loss: 0.0715
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9720 - loss: 0.0672
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.9601 - loss: 0.1001
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 756us/step - accuracy: 0.9934 - loss: 0.0445
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9901 - loss: 0.0360  
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9918 - loss: 0.0327
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0361
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9832 - loss: 0.0514
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9627 - loss: 0.0561
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9950 - loss: 0.0303  
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9705 - loss: 0.0581
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9930 - loss: 0.0500
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9805 - loss: 0.0437
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9939 - loss: 0.0304
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0460
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9897 - loss: 0.0349
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.9658 - loss: 0.0460
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9472 - loss: 0.0972
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9956 - loss: 0.0245
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9802 - loss: 0.0448
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9954 - loss: 0.0218
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9506 - loss: 0.0671
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.9693 - loss: 0.0650
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - accuracy: 0.9982 - loss: 0.0358
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9664 - loss: 0.0775
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9642 - loss: 0.0684
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9664 - loss: 0.0826
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9862 - loss: 0.0405
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9836 - loss: 0.0280
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.9537 - loss: 0.1117
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9824 - loss: 0.0430  
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.9838 - loss: 0.0436
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.9751 - loss: 0.0396
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0304
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9674 - loss: 0.0618
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9829 - loss: 0.0346
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9959 - loss: 0.0234
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.9874 - loss: 0.0483
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.9883 - loss: 0.0252
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9720 - loss: 0.0817
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9770 - loss: 0.0438
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9815 - loss: 0.0396
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9907 - loss: 0.0276
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9628 - loss: 0.0917
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 754us/step - accuracy: 0.9581 - loss: 0.0675
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9909 - loss: 0.0457
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9808 - loss: 0.0354
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9871 - loss: 0.0342
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 786us/step - accuracy: 0.9910 - loss: 0.0365
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9865 - loss: 0.0476
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9601 - loss: 0.0559
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9500 - loss: 0.1023
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9721 - loss: 0.0569
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9709 - loss: 0.0903
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.9788 - loss: 0.0481
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9919 - loss: 0.0514
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.9835 - loss: 0.0445
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9765 - loss: 0.0522
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0241
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0557
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.9903 - loss: 0.0240
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.9891 - loss: 0.0396
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9915 - loss: 0.0267
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9752 - loss: 0.0470
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.9945 - loss: 0.0297
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0233
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9830 - loss: 0.0308
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.9922 - loss: 0.0310
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9528 - loss: 0.0557
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9957 - loss: 0.0286  
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.9770 - loss: 0.0540
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9784 - loss: 0.0494
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9586 - loss: 0.0907
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0207
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9714 - loss: 0.0397
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9757 - loss: 0.0438
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0483  
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9654 - loss: 0.0506
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9847 - loss: 0.0419
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.9939 - loss: 0.0241
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.9990 - loss: 0.0254
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9945 - loss: 0.0241
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9714 - loss: 0.0500
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9860 - loss: 0.0464
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9875 - loss: 0.0254
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9499 - loss: 0.1186
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9778 - loss: 0.0609
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9856 - loss: 0.0475
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9801 - loss: 0.0391
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.9610 - loss: 0.0601
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9988 - loss: 0.0235
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9690 - loss: 0.0570
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9984 - loss: 0.0252
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9702 - loss: 0.0415
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9557 - loss: 0.0584
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9852 - loss: 0.0466
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9878 - loss: 0.0312
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0525
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9761 - loss: 0.0494  
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.9956 - loss: 0.0266
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9787 - loss: 0.0540
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9866 - loss: 0.0384
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9812 - loss: 0.0373
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9701 - loss: 0.0362
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9698 - loss: 0.0483
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.9709 - loss: 0.0428
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.9659 - loss: 0.0792
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9970 - loss: 0.0218  
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9888 - loss: 0.0273  
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9763 - loss: 0.0380
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9937 - loss: 0.0158
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9893 - loss: 0.0365  
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9763 - loss: 0.0455
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9711 - loss: 0.0355
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.9546 - loss: 0.0619
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.9822 - loss: 0.0296
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9981 - loss: 0.0174
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9603 - loss: 0.0948
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.9920 - loss: 0.0247
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9660 - loss: 0.0525
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0281
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9820 - loss: 0.0233
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9714 - loss: 0.0400
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9740 - loss: 0.0578  
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9814 - loss: 0.0456
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9215 - loss: 0.1272
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9741 - loss: 0.0389
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9874 - loss: 0.0305
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9572 - loss: 0.0572
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9940 - loss: 0.0127
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9800 - loss: 0.0397
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9960 - loss: 0.0283
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9797 - loss: 0.0450
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0261
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9978 - loss: 0.0144
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9975 - loss: 0.0156
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9843 - loss: 0.0236
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9760 - loss: 0.0336
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9313 - loss: 0.1058
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9692 - loss: 0.0518
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9737 - loss: 0.0570  
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9850 - loss: 0.0338
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9942 - loss: 0.0198
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0252
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9923 - loss: 0.0272
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9941 - loss: 0.0191
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9633 - loss: 0.0434
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9884 - loss: 0.0380
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0184
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0167  
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9622 - loss: 0.0896
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9666 - loss: 0.0820
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9879 - loss: 0.0234
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.9902 - loss: 0.0370
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9850 - loss: 0.0254
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9857 - loss: 0.0302
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.9725 - loss: 0.0574
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0261
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0293  
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9986 - loss: 0.0170
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9856 - loss: 0.0225
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9922 - loss: 0.0303
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9824 - loss: 0.0393
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.0253
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9884 - loss: 0.0469  
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9909 - loss: 0.0201
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9954 - loss: 0.0234
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9901 - loss: 0.0155
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9914 - loss: 0.0323
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.9872 - loss: 0.0225
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.9740 - loss: 0.0641
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.9827 - loss: 0.0378
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.9936 - loss: 0.0246
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9848 - loss: 0.0273
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9860 - loss: 0.0378  
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9741 - loss: 0.0436  
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.9781 - loss: 0.0520
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9752 - loss: 0.0432
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9603 - loss: 0.0673
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9932 - loss: 0.0280
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9856 - loss: 0.0361
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9729 - loss: 0.0557  
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9761 - loss: 0.0378
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9731 - loss: 0.1054  
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9870 - loss: 0.0329
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9914 - loss: 0.0175
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9850 - loss: 0.0355
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9719 - loss: 0.0330
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9851 - loss: 0.0274
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9918 - loss: 0.0252
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9897 - loss: 0.0312
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9690 - loss: 0.0473
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - accuracy: 0.9949 - loss: 0.0173
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9874 - loss: 0.0321
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.9898 - loss: 0.0329
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9791 - loss: 0.0333  
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9491 - loss: 0.0642
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - accuracy: 0.9755 - loss: 0.0296
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9658 - loss: 0.0558
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9959 - loss: 0.0181
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9855 - loss: 0.0342
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9885 - loss: 0.0197
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9878 - loss: 0.0181
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.9967 - loss: 0.0149
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.9913 - loss: 0.0258
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 777us/step - accuracy: 0.9820 - loss: 0.0332
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9793 - loss: 0.0584
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.9982 - loss: 0.0120
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9704 - loss: 0.0562
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9846 - loss: 0.0324
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.9972 - loss: 0.0151
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0298
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9906 - loss: 0.0253
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9965 - loss: 0.0241
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.9853 - loss: 0.0314
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.9915 - loss: 0.0232
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9771 - loss: 0.0283
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9946 - loss: 0.0226
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9890 - loss: 0.0372
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0152
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0383
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9906 - loss: 0.0255
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9572 - loss: 0.0879
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9871 - loss: 0.0245
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9683 - loss: 0.0413
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9729 - loss: 0.0358
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.9886 - loss: 0.0336
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.9726 - loss: 0.0337 
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0227  
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9712 - loss: 0.0360
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.9955 - loss: 0.0135 
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9938 - loss: 0.0253   
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9656 - loss: 0.0376 
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.9864 - loss: 0.0262
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9719 - loss: 0.0525
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0180  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9952 - loss: 0.0175
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9670 - loss: 0.0643
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9838 - loss: 0.0309
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9864 - loss: 0.0314   
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9979 - loss: 0.0138
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9771 - loss: 0.0364  
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9912 - loss: 0.0255
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9912 - loss: 0.0257
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9700 - loss: 0.0553   
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9969 - loss: 0.0140
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.9776 - loss: 0.0333
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9813 - loss: 0.0344
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9842 - loss: 0.0276
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - accuracy: 0.9889 - loss: 0.0176 
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9818 - loss: 0.0261
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.9900 - loss: 0.0218
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.9895 - loss: 0.0216
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 767us/step - accuracy: 0.9653 - loss: 0.0462
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0156  
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9803 - loss: 0.0240
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0181
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9884 - loss: 0.0293
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9960 - loss: 0.0158
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9962 - loss: 0.0206   
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9689 - loss: 0.0509
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.9981 - loss: 0.0127
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.9877 - loss: 0.0187
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9994 - loss: 0.0102
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9958 - loss: 0.0153
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 775us/step - accuracy: 0.9897 - loss: 0.0339
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0143
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.9615 - loss: 0.0541
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9722 - loss: 0.0500
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9883 - loss: 0.0237
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9694 - loss: 0.0675
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9818 - loss: 0.0376
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9816 - loss: 0.0352   
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.9968 - loss: 0.0147
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9883 - loss: 0.0184
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9929 - loss: 0.0169
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9919 - loss: 0.0288
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9976 - loss: 0.0122
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9882 - loss: 0.0171
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9933 - loss: 0.0121
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9928 - loss: 0.0208
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9631 - loss: 0.0745
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9932 - loss: 0.0246
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.9611 - loss: 0.0473
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9781 - loss: 0.0281
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9705 - loss: 0.0468
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9761 - loss: 0.0308
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9679 - loss: 0.0453
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9941 - loss: 0.0199
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9641 - loss: 0.0406
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9941 - loss: 0.0249
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9829 - loss: 0.0183
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.9906 - loss: 0.0163
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9758 - loss: 0.0314   
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9621 - loss: 0.0516
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9749 - loss: 0.0304
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9838 - loss: 0.0239
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9737 - loss: 0.0301
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9845 - loss: 0.0224
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9883 - loss: 0.0359
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9819 - loss: 0.0279  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5163 - loss: 0.6989 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.5517 - loss: 0.6908
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.5937 - loss: 0.6887
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6199 - loss: 0.6703
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.5965 - loss: 0.6710 
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5942 - loss: 0.6600
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.5985 - loss: 0.6452
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5910 - loss: 0.6758   
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6946 - loss: 0.6095
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6688 - loss: 0.6029
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7035 - loss: 0.5978
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6569 - loss: 0.5852
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 725us/step - accuracy: 0.7234 - loss: 0.5701
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.6972 - loss: 0.5393
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.8146 - loss: 0.5430
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8099 - loss: 0.4767
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.9065 - loss: 0.3907
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8369 - loss: 0.4349
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.8886 - loss: 0.3979
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8632 - loss: 0.3858
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.8387 - loss: 0.3732
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8336 - loss: 0.3773
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8827 - loss: 0.3355
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8658 - loss: 0.3656
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.9136 - loss: 0.2818
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8418 - loss: 0.3731
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.8925 - loss: 0.2908
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8614 - loss: 0.3525
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.8443 - loss: 0.3422
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8568 - loss: 0.3521
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8530 - loss: 0.3695
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.8955 - loss: 0.2782
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.9202 - loss: 0.2706
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8507 - loss: 0.3391
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8768 - loss: 0.2990  
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8670 - loss: 0.3585
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.8334 - loss: 0.3653
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9216 - loss: 0.2547
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9146 - loss: 0.2340
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.8623 - loss: 0.3764
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8735 - loss: 0.2909
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8750 - loss: 0.3096
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.8892 - loss: 0.3343
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8907 - loss: 0.2833
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.8677 - loss: 0.3242
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8869 - loss: 0.2732
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8808 - loss: 0.2926
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8804 - loss: 0.3259
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.8722 - loss: 0.2968
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9061 - loss: 0.2578
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9213 - loss: 0.2179
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8903 - loss: 0.2967
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.9225 - loss: 0.2321
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9433 - loss: 0.2070
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.8422 - loss: 0.3410
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8968 - loss: 0.2376
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9222 - loss: 0.2188
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9427 - loss: 0.1829
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9149 - loss: 0.2507
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.9064 - loss: 0.2117
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9099 - loss: 0.1888  
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9292 - loss: 0.1475
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9317 - loss: 0.1901
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9660 - loss: 0.1273
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9368 - loss: 0.1542
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.9247 - loss: 0.2154
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.9487 - loss: 0.1582
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9515 - loss: 0.1099
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 768us/step - accuracy: 0.9232 - loss: 0.1585
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9263 - loss: 0.1746
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9821 - loss: 0.1260  
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9478 - loss: 0.1192
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9737 - loss: 0.1096
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9625 - loss: 0.1036
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9362 - loss: 0.1725
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.9609 - loss: 0.1365
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9659 - loss: 0.1179
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.9501 - loss: 0.1007
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.9820 - loss: 0.0870
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9563 - loss: 0.0992
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9614 - loss: 0.1143  
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9910 - loss: 0.0581
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9714 - loss: 0.0969  
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9946 - loss: 0.0508
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.9496 - loss: 0.1896
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9860 - loss: 0.0536
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9925 - loss: 0.0456
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9692 - loss: 0.0719
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.9794 - loss: 0.0600
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9750 - loss: 0.0630
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9214 - loss: 0.1167
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9697 - loss: 0.0988
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9659 - loss: 0.0723
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9803 - loss: 0.0711
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0638
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9926 - loss: 0.0437  
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9674 - loss: 0.0725
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9415 - loss: 0.1155
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9722 - loss: 0.0654
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9611 - loss: 0.0778
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9841 - loss: 0.0538
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.9634 - loss: 0.1072
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9893 - loss: 0.0710
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9977 - loss: 0.0289
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0373  
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9740 - loss: 0.0751
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9626 - loss: 0.1131
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9429 - loss: 0.0929
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9642 - loss: 0.0953
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9349 - loss: 0.1418
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9545 - loss: 0.0855
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.9898 - loss: 0.0528
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9897 - loss: 0.0381
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9793 - loss: 0.0531  
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9820 - loss: 0.0550
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9814 - loss: 0.0571
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9874 - loss: 0.0461
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9852 - loss: 0.0759
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.9760 - loss: 0.0817
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9944 - loss: 0.0353
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9842 - loss: 0.0424
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9809 - loss: 0.0569
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9908 - loss: 0.0371
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9868 - loss: 0.0341
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9638 - loss: 0.0700
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9861 - loss: 0.0346
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.9824 - loss: 0.0410
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9396 - loss: 0.1419
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9155 - loss: 0.1361
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9905 - loss: 0.0461
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9860 - loss: 0.0478
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0310
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9774 - loss: 0.0374
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.9863 - loss: 0.0413
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9899 - loss: 0.0336
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0828
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9712 - loss: 0.0567
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9864 - loss: 0.0369
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9687 - loss: 0.0599
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9499 - loss: 0.0825
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9468 - loss: 0.1236
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9933 - loss: 0.0334
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9486 - loss: 0.0896  
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9943 - loss: 0.0314
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.9856 - loss: 0.0357
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9961 - loss: 0.0342
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.9746 - loss: 0.0671
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9856 - loss: 0.0430
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9832 - loss: 0.0523
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9965 - loss: 0.0239
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9780 - loss: 0.0608
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9796 - loss: 0.0562
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9983 - loss: 0.0239
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0913
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.9395 - loss: 0.0848
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9956 - loss: 0.0244
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9826 - loss: 0.0405
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9782 - loss: 0.0427
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9587 - loss: 0.0896
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0364
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9486 - loss: 0.0786
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9660 - loss: 0.0783
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9822 - loss: 0.0428
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9620 - loss: 0.0929
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9817 - loss: 0.0427
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9958 - loss: 0.0315
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.9742 - loss: 0.0607
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9792 - loss: 0.0496
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9801 - loss: 0.0392
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9484 - loss: 0.1134
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9883 - loss: 0.0316
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9717 - loss: 0.0588
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9760 - loss: 0.0426
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9663 - loss: 0.0496
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9501 - loss: 0.0716
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9795 - loss: 0.0551
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0484
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9730 - loss: 0.0740
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9773 - loss: 0.0462
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9890 - loss: 0.0271
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.9802 - loss: 0.0361
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9907 - loss: 0.0344
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9764 - loss: 0.0511
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0248
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9929 - loss: 0.0224
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9895 - loss: 0.0265
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9563 - loss: 0.0661
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9707 - loss: 0.0582
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9694 - loss: 0.0453  
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.9667 - loss: 0.0651
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9734 - loss: 0.0492
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9536 - loss: 0.1013
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9910 - loss: 0.0261
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9718 - loss: 0.0529
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9582 - loss: 0.0894
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.9790 - loss: 0.0565
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9705 - loss: 0.0415
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9809 - loss: 0.0326
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.9608 - loss: 0.0513
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9675 - loss: 0.0493
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.9849 - loss: 0.0277
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9805 - loss: 0.0376
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9934 - loss: 0.0267
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9892 - loss: 0.0274
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.9948 - loss: 0.0279
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9764 - loss: 0.0436
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9925 - loss: 0.0319
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9762 - loss: 0.0501
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9781 - loss: 0.0548
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9960 - loss: 0.0201
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9978 - loss: 0.0209
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9708 - loss: 0.0724
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9781 - loss: 0.0498
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9886 - loss: 0.0225
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9775 - loss: 0.0405
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9900 - loss: 0.0260
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9799 - loss: 0.0403
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9410 - loss: 0.0772
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9728 - loss: 0.0902
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9824 - loss: 0.0433
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.9811 - loss: 0.0361
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9529 - loss: 0.0731
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9922 - loss: 0.0293
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9906 - loss: 0.0210
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9743 - loss: 0.0599
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9947 - loss: 0.0251
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.9817 - loss: 0.0343
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9820 - loss: 0.0290
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9923 - loss: 0.0307
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9903 - loss: 0.0256
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9854 - loss: 0.0316
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9981 - loss: 0.0322
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9877 - loss: 0.0221
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9918 - loss: 0.0276
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9890 - loss: 0.0225
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9784 - loss: 0.0474
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9964 - loss: 0.0249
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9676 - loss: 0.0420
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.9633 - loss: 0.0557
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0204
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9675 - loss: 0.0639
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9789 - loss: 0.0365
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9621 - loss: 0.0663
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9920 - loss: 0.0295
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9959 - loss: 0.0254
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9759 - loss: 0.0421
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9639 - loss: 0.0954   
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9907 - loss: 0.0244
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9693 - loss: 0.0645
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9843 - loss: 0.0245
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9788 - loss: 0.0610
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.9925 - loss: 0.0227
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9921 - loss: 0.0308
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0169  
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9946 - loss: 0.0153
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9983 - loss: 0.0157
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9954 - loss: 0.0182  
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.9795 - loss: 0.0391
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9904 - loss: 0.0188
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.9666 - loss: 0.0573
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9941 - loss: 0.0144
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9740 - loss: 0.0351  
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9701 - loss: 0.0414
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.9717 - loss: 0.0363
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9694 - loss: 0.0426
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.9954 - loss: 0.0247
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9987 - loss: 0.0129
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9529 - loss: 0.0615
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9901 - loss: 0.0152
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9748 - loss: 0.0573  
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.9841 - loss: 0.0236
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9899 - loss: 0.0162
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9913 - loss: 0.0288
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9935 - loss: 0.0360
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.9985 - loss: 0.0133
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9798 - loss: 0.0277
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0285
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9852 - loss: 0.0303
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9820 - loss: 0.0331
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9930 - loss: 0.0117
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9923 - loss: 0.0201
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9934 - loss: 0.0225
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9858 - loss: 0.0197
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9909 - loss: 0.0349
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9908 - loss: 0.0217
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9901 - loss: 0.0146
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9921 - loss: 0.0201
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9976 - loss: 0.0125
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9879 - loss: 0.0234
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9863 - loss: 0.0236
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9702 - loss: 0.0507
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9650 - loss: 0.0584
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9822 - loss: 0.0277
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9902 - loss: 0.0188
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9936 - loss: 0.0130
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9740 - loss: 0.0456
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9901 - loss: 0.0134
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9972 - loss: 0.0131
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9951 - loss: 0.0178
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9846 - loss: 0.0309
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9976 - loss: 0.0127
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9777 - loss: 0.0379
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0241
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9956 - loss: 0.0159
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9892 - loss: 0.0346
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9989 - loss: 0.0094
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9747 - loss: 0.0394
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.9965 - loss: 0.0163
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9600 - loss: 0.0483
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9823 - loss: 0.0382
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9785 - loss: 0.0271
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.9837 - loss: 0.0307
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9849 - loss: 0.0248
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.9723 - loss: 0.0442
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9850 - loss: 0.0293
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.9723 - loss: 0.0338
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9604 - loss: 0.0453
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.9821 - loss: 0.0266
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9799 - loss: 0.0329
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.9789 - loss: 0.0246
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9969 - loss: 0.0187
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9974 - loss: 0.0180
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9840 - loss: 0.0188
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9798 - loss: 0.0320
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9972 - loss: 0.0188
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9887 - loss: 0.0213
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9731 - loss: 0.0435
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9981 - loss: 0.0069
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9643 - loss: 0.0408  
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9904 - loss: 0.0258
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9912 - loss: 0.0238
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9976 - loss: 0.0140
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9834 - loss: 0.0211  
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9908 - loss: 0.0207
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9534 - loss: 0.0630
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9881 - loss: 0.0203
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9791 - loss: 0.0264
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9895 - loss: 0.0275
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9939 - loss: 0.0286
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9969 - loss: 0.0239
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9964 - loss: 0.0160
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0228
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9654 - loss: 0.0387
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9961 - loss: 0.0183
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9750 - loss: 0.0422
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9942 - loss: 0.0303
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9935 - loss: 0.0176
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9898 - loss: 0.0163
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9894 - loss: 0.0197
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9898 - loss: 0.0134
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9913 - loss: 0.0145
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.9969 - loss: 0.0148
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.9883 - loss: 0.0201
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9959 - loss: 0.0128
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9931 - loss: 0.0190
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9598 - loss: 0.0369
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9924 - loss: 0.0167
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.9930 - loss: 0.0155
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9691 - loss: 0.0384
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9959 - loss: 0.0135
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9877 - loss: 0.0196
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9969 - loss: 0.0110
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9968 - loss: 0.0120
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9782 - loss: 0.0303
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9914 - loss: 0.0257
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9574 - loss: 0.0431
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9484 - loss: 0.0596  
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9960 - loss: 0.0182
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9796 - loss: 0.0504
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9949 - loss: 0.0092
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9953 - loss: 0.0099
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9859 - loss: 0.0163
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9797 - loss: 0.0247
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.9978 - loss: 0.0150
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9896 - loss: 0.0253   
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9699 - loss: 0.0300
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9765 - loss: 0.0333
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9954 - loss: 0.0133  
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9914 - loss: 0.0326
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9378 - loss: 0.0565
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9780 - loss: 0.0267
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9863 - loss: 0.0213
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.9897 - loss: 0.0273
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9813 - loss: 0.0191
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9850 - loss: 0.0224
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9836 - loss: 0.0356
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.9891 - loss: 0.0193
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.9708 - loss: 0.0289
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9775 - loss: 0.0254
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9941 - loss: 0.0132
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.9787 - loss: 0.0289
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9651 - loss: 0.0356
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9767 - loss: 0.0304
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9610 - loss: 0.0349
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9909 - loss: 0.0158
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.9911 - loss: 0.0135
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9756 - loss: 0.0353
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9810 - loss: 0.0234  
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9990 - loss: 0.0086 
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.9966 - loss: 0.0150
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9793 - loss: 0.0267  
In [ ]:
scores
Out[ ]:
[93.75, 98.7500011920929, 98.7500011920929, 98.7500011920929, 98.7500011920929]
In [ ]:
scores_4nodes = scores
plt.bar(num_layers, scores_4nodes)
plt.xlabel('Number of Layers')
plt.ylabel('Accuracy')
plt.title('Accuracy by Number of Layers with 4 Nodes')
plt.show()

The results here show high accuracy with 2 to 5 layers, again mathching the 98.75% of previous evaluations. Going with the concept of less is more, I am going to move forward with 3 layers (consistent across all 3 sets of models) and 2 nodes per layer.

Cycling thorugh Activation Functions¶

In this section, we will fix the layers and nodes at 3 and 2 repectively, and cycle through different activation functions.

In [ ]:
act_funcs = ['relu', 'sigmoid', 'tanh', 'softmax', 'linear', 'elu', 'selu', 'softplus', 'softsign', 'hard_sigmoid', 'exponential']

scores = []

for act_func in act_funcs:
    model = Sequential()
    # Add first layer
    model.add(Dense(2, input_dim=2, activation=act_func))

    # Add three hidden layers
    model.add(Dense(2, activation=act_func))
    model.add(Dense(2, activation=act_func))
    model.add(Dense(2, activation=act_func))

    # Add output layer
    model.add(Dense(1, activation='sigmoid'))

    model.compile(loss='binary_crossentropy', optimizer='sgd', metrics=['accuracy'])
    model.fit(X, y, batch_size=2, epochs=400)

    # Append accuracy to array
    scores.append(model.evaluate(X, y)[1]*100)
Epoch 1/400
c:\Users\jomors\AppData\Local\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:88: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 2ms/step - accuracy: 0.5601 - loss: 0.6913
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6889 - loss: 0.6708
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7262 - loss: 0.6442
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7474 - loss: 0.6345  
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6581 - loss: 0.6313
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6528 - loss: 0.6303
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6791 - loss: 0.6017
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.7305 - loss: 0.5631
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.6899 - loss: 0.5706
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5641 - loss: 0.6184   
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7260 - loss: 0.5552
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7525 - loss: 0.5188  
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6935 - loss: 0.5621
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6626 - loss: 0.5423
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6968 - loss: 0.5562
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6693 - loss: 0.5363
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 713us/step - accuracy: 0.7028 - loss: 0.5345
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6750 - loss: 0.5265
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.6571 - loss: 0.5443
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7513 - loss: 0.5131
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7528 - loss: 0.5197  
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7265 - loss: 0.5178
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.7485 - loss: 0.5126
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7520 - loss: 0.4978
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.7091 - loss: 0.4867
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7552 - loss: 0.4865
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6692 - loss: 0.5318
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7175 - loss: 0.4861
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6212 - loss: 0.5000
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6573 - loss: 0.4599 
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7124 - loss: 0.4750
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7143 - loss: 0.4977
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.7504 - loss: 0.4614
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7310 - loss: 0.5018
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6912 - loss: 0.4984
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.6909 - loss: 0.4918
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6915 - loss: 0.4972
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7224 - loss: 0.4913
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6916 - loss: 0.4604
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.7233 - loss: 0.5149
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.6723 - loss: 0.5238
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7561 - loss: 0.4702
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7422 - loss: 0.4921
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6557 - loss: 0.4969
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.7282 - loss: 0.4721 
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6506 - loss: 0.5204 
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.7104 - loss: 0.4626
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.6445 - loss: 0.5113
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 737us/step - accuracy: 0.7446 - loss: 0.4356
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 633us/step - accuracy: 0.7358 - loss: 0.5042
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 652us/step - accuracy: 0.7579 - loss: 0.4234
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 583us/step - accuracy: 0.7581 - loss: 0.4404
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6908 - loss: 0.5097
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.7315 - loss: 0.4723
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.7234 - loss: 0.4362
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7963 - loss: 0.4070  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.8301 - loss: 0.4064
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7018 - loss: 0.4485
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6995 - loss: 0.4649
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7378 - loss: 0.4210
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7380 - loss: 0.4188
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7402 - loss: 0.4163
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.7914 - loss: 0.4524
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.7798 - loss: 0.4310
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6689 - loss: 0.4939  
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6362 - loss: 0.4625
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7230 - loss: 0.4451
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6569 - loss: 0.4760
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6237 - loss: 0.4555
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.7585 - loss: 0.4416
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7038 - loss: 0.4634
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6865 - loss: 0.4952  
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6901 - loss: 0.4753
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7121 - loss: 0.4660
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.7641 - loss: 0.4756
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6832 - loss: 0.4606
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.7735 - loss: 0.4227
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.6997 - loss: 0.4724
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.7185 - loss: 0.4276
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.7689 - loss: 0.4328
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.7457 - loss: 0.4290
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.7591 - loss: 0.3997
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.6796 - loss: 0.4632 
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.7559 - loss: 0.4532
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7382 - loss: 0.4505  
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7364 - loss: 0.4243
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.7108 - loss: 0.4467
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.6571 - loss: 0.4358
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.5894 - loss: 0.5107 
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6721 - loss: 0.4377
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.7586 - loss: 0.4524
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7714 - loss: 0.4271
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6947 - loss: 0.4529  
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 738us/step - accuracy: 0.6798 - loss: 0.4481 
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.6672 - loss: 0.4509
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6906 - loss: 0.4478
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.7509 - loss: 0.3767
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7935 - loss: 0.3597
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7302 - loss: 0.4109
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.6981 - loss: 0.4592 
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7380 - loss: 0.4432
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5830 - loss: 0.4648  
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7372 - loss: 0.4112
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6896 - loss: 0.4793
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7304 - loss: 0.4127
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7611 - loss: 0.3745
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7600 - loss: 0.4375
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.7402 - loss: 0.3845
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7120 - loss: 0.4075
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7358 - loss: 0.4015
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7460 - loss: 0.3882
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.6831 - loss: 0.4144
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7236 - loss: 0.4099  
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6950 - loss: 0.4685 
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7053 - loss: 0.4241
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8096 - loss: 0.3672
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.7261 - loss: 0.4330
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.7511 - loss: 0.4112
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6549 - loss: 0.4706
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7037 - loss: 0.4354
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6967 - loss: 0.4334
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7427 - loss: 0.4141  
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.6885 - loss: 0.4363
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.7218 - loss: 0.4107
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6539 - loss: 0.4305  
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7157 - loss: 0.4210
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7361 - loss: 0.4268
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8012 - loss: 0.3874
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.7793 - loss: 0.4374
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6829 - loss: 0.4527  
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7280 - loss: 0.4432
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7711 - loss: 0.4135  
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7441 - loss: 0.4394
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7028 - loss: 0.4184
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6824 - loss: 0.4190  
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.7502 - loss: 0.3886
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7504 - loss: 0.3943  
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7240 - loss: 0.3931
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7329 - loss: 0.4015
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7227 - loss: 0.4329
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7195 - loss: 0.4303 
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7342 - loss: 0.3737
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.6596 - loss: 0.4588
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6870 - loss: 0.4139
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.7318 - loss: 0.4100
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7200 - loss: 0.4452
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7008 - loss: 0.4061  
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6857 - loss: 0.4513  
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6773 - loss: 0.4122
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7159 - loss: 0.3993
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7701 - loss: 0.4223
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.7603 - loss: 0.3656
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7001 - loss: 0.4441  
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.7713 - loss: 0.4023
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7469 - loss: 0.4135   
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7443 - loss: 0.3702
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7579 - loss: 0.4111
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7141 - loss: 0.4164
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6900 - loss: 0.4332
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7632 - loss: 0.4029
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.7501 - loss: 0.4304
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6900 - loss: 0.4388
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7288 - loss: 0.3611 
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6781 - loss: 0.4112   
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7713 - loss: 0.4118
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6786 - loss: 0.3923  
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7625 - loss: 0.4132  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6571 - loss: 0.4421
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7481 - loss: 0.4220
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.7216 - loss: 0.4079
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7442 - loss: 0.4468  
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7763 - loss: 0.4538
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7860 - loss: 0.3432
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.7271 - loss: 0.4141
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7339 - loss: 0.4188 
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6746 - loss: 0.4720   
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7357 - loss: 0.3948
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7513 - loss: 0.4316  
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7736 - loss: 0.3837  
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.7550 - loss: 0.4232
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.7645 - loss: 0.3774
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8122 - loss: 0.3821  
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6850 - loss: 0.4375  
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7629 - loss: 0.3949
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7599 - loss: 0.3390
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.7375 - loss: 0.4089
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7275 - loss: 0.4351
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.7172 - loss: 0.4291
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7825 - loss: 0.3677
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.7407 - loss: 0.4270
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.7336 - loss: 0.4055
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8368 - loss: 0.3580  
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.7459 - loss: 0.4035
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.7336 - loss: 0.4408
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7649 - loss: 0.3787
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6926 - loss: 0.3988 
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.7507 - loss: 0.4004
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6873 - loss: 0.4418
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7133 - loss: 0.4260
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.6993 - loss: 0.4279
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.6597 - loss: 0.4760
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7215 - loss: 0.4229
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.7074 - loss: 0.4114 
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7649 - loss: 0.3838
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7067 - loss: 0.3955
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7335 - loss: 0.4357 
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.7377 - loss: 0.4183
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.7880 - loss: 0.3803
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7479 - loss: 0.3681
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6511 - loss: 0.4194
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.6599 - loss: 0.4317
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7712 - loss: 0.3832
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6966 - loss: 0.4261
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6952 - loss: 0.3926
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7718 - loss: 0.3785
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6553 - loss: 0.4575
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7048 - loss: 0.4247
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6995 - loss: 0.4346
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6748 - loss: 0.4599
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6984 - loss: 0.4329
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8179 - loss: 0.3489
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6214 - loss: 0.4535
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7952 - loss: 0.3659
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7290 - loss: 0.3608
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7100 - loss: 0.4193
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.6966 - loss: 0.4134
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7127 - loss: 0.4160
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7741 - loss: 0.3971
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - accuracy: 0.7527 - loss: 0.4135
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6764 - loss: 0.4172
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6525 - loss: 0.4242  
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7794 - loss: 0.3983
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6812 - loss: 0.4251
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7648 - loss: 0.4347
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.7281 - loss: 0.4038
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6451 - loss: 0.4349
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7289 - loss: 0.3964
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7283 - loss: 0.3977
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7276 - loss: 0.4158  
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6994 - loss: 0.4195
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7121 - loss: 0.4501  
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7542 - loss: 0.4356
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7719 - loss: 0.3909
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6937 - loss: 0.4742
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6735 - loss: 0.3986
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.6592 - loss: 0.4428
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7341 - loss: 0.3897   
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6972 - loss: 0.4092  
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7577 - loss: 0.4040
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.8177 - loss: 0.3585
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6955 - loss: 0.4148
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7205 - loss: 0.4197
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7512 - loss: 0.3897
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7050 - loss: 0.4008
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.7423 - loss: 0.3500
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7278 - loss: 0.4072
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7230 - loss: 0.3854
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6831 - loss: 0.3766
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7581 - loss: 0.4148
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7046 - loss: 0.4101   
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8314 - loss: 0.3679
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7517 - loss: 0.3895
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8293 - loss: 0.3729  
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.7206 - loss: 0.3683
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.6883 - loss: 0.4296
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7493 - loss: 0.3759
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.7350 - loss: 0.4255
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7155 - loss: 0.3916
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.7045 - loss: 0.4498
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7643 - loss: 0.3905
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.7278 - loss: 0.4326
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.7265 - loss: 0.4079
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7608 - loss: 0.3692
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6846 - loss: 0.4627
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7077 - loss: 0.4187
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7253 - loss: 0.4283
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.7504 - loss: 0.3898
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7108 - loss: 0.4169
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7419 - loss: 0.3723
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6626 - loss: 0.4098  
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7947 - loss: 0.3747
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7433 - loss: 0.3797  
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8152 - loss: 0.3196
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7460 - loss: 0.3946
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.6698 - loss: 0.4049
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.7642 - loss: 0.4092
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7913 - loss: 0.3683
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8031 - loss: 0.3949
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.7059 - loss: 0.4364
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7026 - loss: 0.3610
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7385 - loss: 0.3555
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8206 - loss: 0.3448
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7511 - loss: 0.4104
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6465 - loss: 0.4324
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.6795 - loss: 0.4627
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7315 - loss: 0.3947
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7356 - loss: 0.3586
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.7121 - loss: 0.4189
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.7263 - loss: 0.3994
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7563 - loss: 0.3736
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7079 - loss: 0.4258
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.7030 - loss: 0.3844
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7845 - loss: 0.3807
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6974 - loss: 0.3895
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7987 - loss: 0.3445 
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.6917 - loss: 0.4274
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6954 - loss: 0.4167
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7053 - loss: 0.4402
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.7564 - loss: 0.3747
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7041 - loss: 0.4044 
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7289 - loss: 0.4141
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.7565 - loss: 0.4294
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7534 - loss: 0.3905
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6790 - loss: 0.4097
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.6895 - loss: 0.4292
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7376 - loss: 0.4311
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7726 - loss: 0.3616
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7478 - loss: 0.3947
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7449 - loss: 0.3807
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7825 - loss: 0.4008
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7794 - loss: 0.3625
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7184 - loss: 0.4034
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.7688 - loss: 0.3764
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7105 - loss: 0.4031
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7518 - loss: 0.3681
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6803 - loss: 0.4448
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7406 - loss: 0.4044
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7322 - loss: 0.3837
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.7058 - loss: 0.4281
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7646 - loss: 0.4025 
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7605 - loss: 0.4058
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.7290 - loss: 0.3578
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7791 - loss: 0.3988
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7560 - loss: 0.3981
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.7245 - loss: 0.4796
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6845 - loss: 0.4295
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7473 - loss: 0.4212
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7139 - loss: 0.4478
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7233 - loss: 0.3565
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.7913 - loss: 0.3746
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6960 - loss: 0.4160
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.7209 - loss: 0.4061
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7143 - loss: 0.4483
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6637 - loss: 0.4215
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7569 - loss: 0.4055  
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.6802 - loss: 0.4418
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7816 - loss: 0.3411
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.7221 - loss: 0.4058
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7047 - loss: 0.4449 
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6978 - loss: 0.4794  
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7634 - loss: 0.3822  
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7113 - loss: 0.4201
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.7037 - loss: 0.3859
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7775 - loss: 0.3717
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6760 - loss: 0.4966
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6776 - loss: 0.3846
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7583 - loss: 0.3759
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7559 - loss: 0.3795  
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.8000 - loss: 0.3745
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.7233 - loss: 0.3922
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7596 - loss: 0.4028
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6596 - loss: 0.4092   
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6972 - loss: 0.4150  
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.7924 - loss: 0.3136
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.7474 - loss: 0.3800
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7609 - loss: 0.3579
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7353 - loss: 0.3678  
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.7245 - loss: 0.3903 
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7266 - loss: 0.4194  
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.6913 - loss: 0.4129
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6628 - loss: 0.4251
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7775 - loss: 0.3908  
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.7503 - loss: 0.3952
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7332 - loss: 0.3728  
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7064 - loss: 0.4279
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7513 - loss: 0.3945
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7001 - loss: 0.4012
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6866 - loss: 0.4459  
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7492 - loss: 0.4055
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7065 - loss: 0.3906
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7117 - loss: 0.4638  
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7192 - loss: 0.4262
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8092 - loss: 0.3333
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7311 - loss: 0.3994  
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7257 - loss: 0.3795
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7635 - loss: 0.4318
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7388 - loss: 0.4363
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.7034 - loss: 0.3932
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8008 - loss: 0.3498
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7321 - loss: 0.4092
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6914 - loss: 0.4849  
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6872 - loss: 0.3619
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7693 - loss: 0.4183
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.7962 - loss: 0.3579
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7296 - loss: 0.3946
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.7550 - loss: 0.4107
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7561 - loss: 0.4100
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.7403 - loss: 0.4398
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.6887 - loss: 0.3903
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7567 - loss: 0.4004
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 385us/step - accuracy: 0.8347 - loss: 0.3189
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 2ms/step - accuracy: 0.4775 - loss: 0.6968
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5452 - loss: 0.6908
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.4797 - loss: 0.6946
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.4822 - loss: 0.6943
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4414 - loss: 0.6944
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4346 - loss: 0.6946   
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4687 - loss: 0.6939
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.4976 - loss: 0.6942 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4949 - loss: 0.6939
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5065 - loss: 0.6941
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.4391 - loss: 0.6945 
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4745 - loss: 0.6946
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5384 - loss: 0.6930
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4857 - loss: 0.6936
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4907 - loss: 0.6941
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4817 - loss: 0.6942
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5207 - loss: 0.6939
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5230 - loss: 0.6938
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.5000 - loss: 0.6938
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4218 - loss: 0.6943
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4713 - loss: 0.6938
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.4333 - loss: 0.6939
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5569 - loss: 0.6940
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4285 - loss: 0.6942
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4704 - loss: 0.6937
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.3990 - loss: 0.6942 
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4486 - loss: 0.6937
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3983 - loss: 0.6942
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.4523 - loss: 0.6941
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5601 - loss: 0.6930
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.3849 - loss: 0.6944 
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.4803 - loss: 0.6936 
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.4482 - loss: 0.6942
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4740 - loss: 0.6939   
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.5110 - loss: 0.6935
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5477 - loss: 0.6935  
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4824 - loss: 0.6937
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4478 - loss: 0.6943   
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4791 - loss: 0.6943
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.3361 - loss: 0.6946 
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4913 - loss: 0.6940  
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5168 - loss: 0.6937  
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5084 - loss: 0.6934  
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4902 - loss: 0.6936
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 800us/step - accuracy: 0.4501 - loss: 0.6942 
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4813 - loss: 0.6941
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4442 - loss: 0.6944
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5190 - loss: 0.6935
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.4907 - loss: 0.6941
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.4376 - loss: 0.6942
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4848 - loss: 0.6935
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.4453 - loss: 0.6941 
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5442 - loss: 0.6932
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4329 - loss: 0.6942   
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.3774 - loss: 0.6941 
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4607 - loss: 0.6937
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4456 - loss: 0.6941   
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5703 - loss: 0.6924
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5062 - loss: 0.6933  
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4886 - loss: 0.6939
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4577 - loss: 0.6936
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4234 - loss: 0.6942 
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4883 - loss: 0.6941
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5353 - loss: 0.6934
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5691 - loss: 0.6925
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5638 - loss: 0.6932  
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4908 - loss: 0.6940 
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4024 - loss: 0.6940
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5394 - loss: 0.6935
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6197 - loss: 0.6900
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5355 - loss: 0.6935
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3915 - loss: 0.6946 
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5132 - loss: 0.6940
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3865 - loss: 0.6944 
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5176 - loss: 0.6936
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4977 - loss: 0.6938
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5080 - loss: 0.6935 
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4912 - loss: 0.6938  
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5272 - loss: 0.6940
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4384 - loss: 0.6940   
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5361 - loss: 0.6938
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4979 - loss: 0.6939  
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5828 - loss: 0.6936
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5140 - loss: 0.6940  
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5739 - loss: 0.6929
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5139 - loss: 0.6938
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5498 - loss: 0.6934  
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4731 - loss: 0.6935
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4179 - loss: 0.6942 
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4254 - loss: 0.6944   
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.5463 - loss: 0.6935
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4877 - loss: 0.6936
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4881 - loss: 0.6939
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4571 - loss: 0.6939
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.5823 - loss: 0.6931
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4570 - loss: 0.6943  
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.4900 - loss: 0.6942
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.4625 - loss: 0.6945
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4630 - loss: 0.6939   
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.5246 - loss: 0.6937
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4987 - loss: 0.6937  
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5577 - loss: 0.6929
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4243 - loss: 0.6944   
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.5277 - loss: 0.6937
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5384 - loss: 0.6941
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.5839 - loss: 0.6921
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.4234 - loss: 0.6943
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5963 - loss: 0.6921
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.4906 - loss: 0.6938 
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.5367 - loss: 0.6931
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.4936 - loss: 0.6942
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.4757 - loss: 0.6940 
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.5193 - loss: 0.6934
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.5006 - loss: 0.6941
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4486 - loss: 0.6943 
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.4432 - loss: 0.6938
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4300 - loss: 0.6942  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5476 - loss: 0.6934
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5234 - loss: 0.6935
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5490 - loss: 0.6932  
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5163 - loss: 0.6937
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4809 - loss: 0.6937  
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4327 - loss: 0.6939  
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5068 - loss: 0.6941
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.5333 - loss: 0.6929 
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4188 - loss: 0.6940 
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.5106 - loss: 0.6942
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5121 - loss: 0.6934
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5178 - loss: 0.6937 
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4626 - loss: 0.6942  
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4423 - loss: 0.6942   
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5565 - loss: 0.6936
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.4473 - loss: 0.6938 
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4999 - loss: 0.6937
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5291 - loss: 0.6937
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4573 - loss: 0.6939   
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5426 - loss: 0.6939
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3975 - loss: 0.6943
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5887 - loss: 0.6924
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4909 - loss: 0.6935 
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4859 - loss: 0.6937   
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3613 - loss: 0.6941
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4596 - loss: 0.6939  
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5742 - loss: 0.6933  
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4557 - loss: 0.6940
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5701 - loss: 0.6932
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.5554 - loss: 0.6931
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5302 - loss: 0.6924
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4396 - loss: 0.6939
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5681 - loss: 0.6923
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.4783 - loss: 0.6937
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4481 - loss: 0.6940 
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5283 - loss: 0.6936
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.5606 - loss: 0.6925
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4669 - loss: 0.6938 
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4535 - loss: 0.6937  
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4780 - loss: 0.6938  
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4006 - loss: 0.6943
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.5055 - loss: 0.6936
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4950 - loss: 0.6939
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4677 - loss: 0.6939
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4742 - loss: 0.6941
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.4375 - loss: 0.6940 
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.4426 - loss: 0.6940
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.4651 - loss: 0.6939
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.4040 - loss: 0.6942 
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4672 - loss: 0.6941
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.4228 - loss: 0.6942
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3520 - loss: 0.6941   
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.3909 - loss: 0.6943 
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4504 - loss: 0.6940 
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5050 - loss: 0.6936
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3512 - loss: 0.6945   
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5137 - loss: 0.6936  
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.5180 - loss: 0.6938
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.4554 - loss: 0.6941
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5392 - loss: 0.6933
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5724 - loss: 0.6931
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4893 - loss: 0.6940   
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.4738 - loss: 0.6940
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4413 - loss: 0.6943 
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4363 - loss: 0.6940   
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.5317 - loss: 0.6932
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4964 - loss: 0.6937
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3905 - loss: 0.6946 
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4335 - loss: 0.6941
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4769 - loss: 0.6936  
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4210 - loss: 0.6943
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4401 - loss: 0.6939
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.4614 - loss: 0.6941 
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4629 - loss: 0.6940
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.5123 - loss: 0.6935
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5214 - loss: 0.6930  
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.4822 - loss: 0.6938
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4680 - loss: 0.6941
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.4044 - loss: 0.6940 
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5513 - loss: 0.6924 
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.5537 - loss: 0.6923
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4080 - loss: 0.6942
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4436 - loss: 0.6941
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.4679 - loss: 0.6939
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5416 - loss: 0.6939  
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4979 - loss: 0.6932 
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4326 - loss: 0.6940   
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4345 - loss: 0.6942 
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.5106 - loss: 0.6924 
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4870 - loss: 0.6938
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4088 - loss: 0.6941 
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5086 - loss: 0.6937
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4450 - loss: 0.6939
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.5441 - loss: 0.6926
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - accuracy: 0.4898 - loss: 0.6940
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4239 - loss: 0.6948 
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.4153 - loss: 0.6946 
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.4048 - loss: 0.6945
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5668 - loss: 0.6921
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3917 - loss: 0.6943
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.5429 - loss: 0.6931
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6253 - loss: 0.6886  
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5468 - loss: 0.6934
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4727 - loss: 0.6938 
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.4145 - loss: 0.6938
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5034 - loss: 0.6940
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4418 - loss: 0.6940
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4890 - loss: 0.6938
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4866 - loss: 0.6939 
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4066 - loss: 0.6937
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4550 - loss: 0.6939   
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4450 - loss: 0.6940
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.4933 - loss: 0.6939 
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4184 - loss: 0.6942 
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4964 - loss: 0.6936
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5084 - loss: 0.6935  
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3915 - loss: 0.6944 
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5991 - loss: 0.6913
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4580 - loss: 0.6940
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5173 - loss: 0.6939
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.4373 - loss: 0.6942 
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5206 - loss: 0.6935
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4395 - loss: 0.6940 
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5158 - loss: 0.6934
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4624 - loss: 0.6940
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.3933 - loss: 0.6940 
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4734 - loss: 0.6941
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.5222 - loss: 0.6937 
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4210 - loss: 0.6942 
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5836 - loss: 0.6922
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4420 - loss: 0.6942
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5496 - loss: 0.6935
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4419 - loss: 0.6943
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.4351 - loss: 0.6938
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.4465 - loss: 0.6940 
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4987 - loss: 0.6937
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.5105 - loss: 0.6939
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5682 - loss: 0.6931
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5347 - loss: 0.6936
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.4588 - loss: 0.6935 
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4242 - loss: 0.6939
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.4168 - loss: 0.6942
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4535 - loss: 0.6941
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.5123 - loss: 0.6937
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4815 - loss: 0.6941   
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5114 - loss: 0.6940
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4932 - loss: 0.6938
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5024 - loss: 0.6936  
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4769 - loss: 0.6926   
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.4975 - loss: 0.6936
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.5223 - loss: 0.6937
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4589 - loss: 0.6941
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4115 - loss: 0.6941
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5073 - loss: 0.6938   
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4999 - loss: 0.6939
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4134 - loss: 0.6945   
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4769 - loss: 0.6940
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.4690 - loss: 0.6942
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.5484 - loss: 0.6932
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5173 - loss: 0.6939
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.4201 - loss: 0.6939 
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5606 - loss: 0.6925  
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5063 - loss: 0.6937  
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5240 - loss: 0.6936
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4424 - loss: 0.6941 
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.4084 - loss: 0.6938
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 8ms/step - accuracy: 0.5476 - loss: 0.6928 
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5525 - loss: 0.6931
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4406 - loss: 0.6941
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4504 - loss: 0.6936 
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4725 - loss: 0.6938
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4451 - loss: 0.6940
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5462 - loss: 0.6929
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4604 - loss: 0.6934 
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4749 - loss: 0.6945 
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4990 - loss: 0.6941 
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5364 - loss: 0.6938
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5090 - loss: 0.6937
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4677 - loss: 0.6938   
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5443 - loss: 0.6923
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3931 - loss: 0.6941   
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4835 - loss: 0.6939   
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5450 - loss: 0.6940
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4199 - loss: 0.6940
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.4856 - loss: 0.6939
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4512 - loss: 0.6932
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4451 - loss: 0.6937  
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.4808 - loss: 0.6935
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5128 - loss: 0.6937
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4905 - loss: 0.6935
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4299 - loss: 0.6941
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4507 - loss: 0.6938
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4101 - loss: 0.6941
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5475 - loss: 0.6930
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4386 - loss: 0.6939
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5331 - loss: 0.6938
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.5087 - loss: 0.6939
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5110 - loss: 0.6937  
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5426 - loss: 0.6934
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4578 - loss: 0.6941
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5118 - loss: 0.6938
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.4877 - loss: 0.6940
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4673 - loss: 0.6942  
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.4464 - loss: 0.6938
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5999 - loss: 0.6920
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5010 - loss: 0.6932  
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3766 - loss: 0.6943
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4585 - loss: 0.6943
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5088 - loss: 0.6939
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5055 - loss: 0.6938
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5662 - loss: 0.6926
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5149 - loss: 0.6932  
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5488 - loss: 0.6934
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.4935 - loss: 0.6940
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3986 - loss: 0.6940   
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5138 - loss: 0.6937
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4885 - loss: 0.6938
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.4494 - loss: 0.6942 
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3858 - loss: 0.6943 
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.4604 - loss: 0.6939
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4612 - loss: 0.6940
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.5234 - loss: 0.6934
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.4791 - loss: 0.6942
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4426 - loss: 0.6938  
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4558 - loss: 0.6943 
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5051 - loss: 0.6937
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.4910 - loss: 0.6940
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4406 - loss: 0.6941   
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4443 - loss: 0.6938
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4684 - loss: 0.6939
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4533 - loss: 0.6940
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5012 - loss: 0.6928   
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4309 - loss: 0.6945
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5619 - loss: 0.6929
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.4363 - loss: 0.6940 
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.4964 - loss: 0.6941
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5213 - loss: 0.6932
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.4460 - loss: 0.6938 
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4858 - loss: 0.6940  
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5106 - loss: 0.6935
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 744us/step - accuracy: 0.5404 - loss: 0.6936
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5423 - loss: 0.6934
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.5485 - loss: 0.6937
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5341 - loss: 0.6923 
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.4844 - loss: 0.6940
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5583 - loss: 0.6928
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5232 - loss: 0.6936
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4588 - loss: 0.6939
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4631 - loss: 0.6939
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5697 - loss: 0.6935
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4374 - loss: 0.6943   
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4934 - loss: 0.6940
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4306 - loss: 0.6941
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5746 - loss: 0.6916
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4409 - loss: 0.6941 
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.3544 - loss: 0.6946 
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4974 - loss: 0.6929
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4689 - loss: 0.6940
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5383 - loss: 0.6936
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.5536 - loss: 0.6930
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4757 - loss: 0.6942
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5724 - loss: 0.6926
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4941 - loss: 0.6936   
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.4962 - loss: 0.6937
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3846 - loss: 0.6947 
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4027 - loss: 0.6947   
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5268 - loss: 0.6932
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4914 - loss: 0.6940   
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4272 - loss: 0.6942
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4360 - loss: 0.6940   
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.4799 - loss: 0.6937 
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5047 - loss: 0.6935
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.5282 - loss: 0.6932
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4897 - loss: 0.6938
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5796 - loss: 0.6926
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.4805 - loss: 0.6940
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4821 - loss: 0.6938 
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.5390 - loss: 0.6936
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5053 - loss: 0.6938
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.5070 - loss: 0.6937
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4391 - loss: 0.6938
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.4335 - loss: 0.6941
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.4444 - loss: 0.6942 
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6002 - loss: 0.6931  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5067 - loss: 0.7128 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6028 - loss: 0.6894
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.6514 - loss: 0.6851
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.5185 - loss: 0.7010
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5703 - loss: 0.6898   
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6863 - loss: 0.6679
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.6021 - loss: 0.6867
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6319 - loss: 0.6772
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7027 - loss: 0.6557
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.6819 - loss: 0.6562
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6634 - loss: 0.6499  
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6395 - loss: 0.6590  
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6383 - loss: 0.6421
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6677 - loss: 0.6429
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6548 - loss: 0.6448
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6123 - loss: 0.6513
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6447 - loss: 0.6393
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6753 - loss: 0.6008
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.6913 - loss: 0.6030
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6881 - loss: 0.5953
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.6611 - loss: 0.6090
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7272 - loss: 0.5514
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6643 - loss: 0.5903
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.6841 - loss: 0.5844
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6881 - loss: 0.5644
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6599 - loss: 0.5874
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6748 - loss: 0.5648
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.6904 - loss: 0.5526
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7189 - loss: 0.5483
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.8058 - loss: 0.5214
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7953 - loss: 0.4810
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8413 - loss: 0.4900
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8750 - loss: 0.4563
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9090 - loss: 0.4272
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8622 - loss: 0.4349
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8595 - loss: 0.4011
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.8765 - loss: 0.3688
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8924 - loss: 0.3778
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.8850 - loss: 0.3465
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8802 - loss: 0.3644
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.8827 - loss: 0.3441
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.8983 - loss: 0.3705
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8475 - loss: 0.4099
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8722 - loss: 0.3393
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.8742 - loss: 0.2989
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.9076 - loss: 0.3221
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8430 - loss: 0.3612
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.8142 - loss: 0.4442
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8621 - loss: 0.3777
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.9077 - loss: 0.2945
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8918 - loss: 0.3069
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.8399 - loss: 0.3791
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.8955 - loss: 0.2836
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9078 - loss: 0.2670
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8717 - loss: 0.3024
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8902 - loss: 0.3141
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8783 - loss: 0.3108  
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8546 - loss: 0.3737
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.8934 - loss: 0.3064
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8480 - loss: 0.3360
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.9364 - loss: 0.2433
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8361 - loss: 0.3884
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8572 - loss: 0.3795
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.8818 - loss: 0.3397
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8938 - loss: 0.3311
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8846 - loss: 0.2893
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8461 - loss: 0.3657  
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9280 - loss: 0.2350
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8927 - loss: 0.3265
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8621 - loss: 0.3533
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8668 - loss: 0.3345
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8716 - loss: 0.2942
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.8717 - loss: 0.3153
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8671 - loss: 0.2916
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8509 - loss: 0.3360
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8436 - loss: 0.3467
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8861 - loss: 0.2821
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8958 - loss: 0.2889
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.8554 - loss: 0.3880
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8747 - loss: 0.3253  
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9208 - loss: 0.2644
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8934 - loss: 0.2847
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8451 - loss: 0.3918
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8626 - loss: 0.3204
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.8392 - loss: 0.3481
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8769 - loss: 0.3597
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8837 - loss: 0.3181
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8727 - loss: 0.3654
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.8939 - loss: 0.2819
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8360 - loss: 0.4321
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8626 - loss: 0.3433
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8858 - loss: 0.3006
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8769 - loss: 0.3083
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8549 - loss: 0.3460
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8323 - loss: 0.3937  
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.8487 - loss: 0.3446
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8676 - loss: 0.3653
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8752 - loss: 0.3257  
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8806 - loss: 0.3039
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8880 - loss: 0.3174  
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8980 - loss: 0.3113
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8854 - loss: 0.3384
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8897 - loss: 0.3144
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8160 - loss: 0.4249
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8419 - loss: 0.3515
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8596 - loss: 0.3575
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8870 - loss: 0.3024
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8551 - loss: 0.3770
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9127 - loss: 0.2529
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8734 - loss: 0.3019
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.8508 - loss: 0.3250
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8998 - loss: 0.2991
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8698 - loss: 0.3223  
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8365 - loss: 0.3814  
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.8540 - loss: 0.3649
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8752 - loss: 0.3216
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9080 - loss: 0.2670
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8757 - loss: 0.3446
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8501 - loss: 0.3811
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.3002
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8648 - loss: 0.3220
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8764 - loss: 0.2932
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8588 - loss: 0.3935
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.8609 - loss: 0.3779
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8453 - loss: 0.4052
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.8706 - loss: 0.3127
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9169 - loss: 0.2568
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8481 - loss: 0.3027
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9003 - loss: 0.3339
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8628 - loss: 0.3746  
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8987 - loss: 0.3103
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8953 - loss: 0.2873
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8552 - loss: 0.3397
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8669 - loss: 0.3517  
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8793 - loss: 0.3418
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8745 - loss: 0.2935
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8316 - loss: 0.4344
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8821 - loss: 0.3274
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8995 - loss: 0.2941
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8454 - loss: 0.4130
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.8215 - loss: 0.3546
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.8961 - loss: 0.2729
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8854 - loss: 0.3098
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8656 - loss: 0.3307
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9063 - loss: 0.2867
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.8587 - loss: 0.3453
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.8668 - loss: 0.3507
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8659 - loss: 0.3343
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8845 - loss: 0.2759  
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8776 - loss: 0.3372
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8621 - loss: 0.2865
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8327 - loss: 0.4228
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8553 - loss: 0.3298
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8792 - loss: 0.3148
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.9048 - loss: 0.2878
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8751 - loss: 0.3433
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8853 - loss: 0.3059
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9026 - loss: 0.3063
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.8983 - loss: 0.2885
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.8521 - loss: 0.3387
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8652 - loss: 0.3253
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.8657 - loss: 0.3911
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8850 - loss: 0.2947
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8510 - loss: 0.3639
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8927 - loss: 0.3228
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8339 - loss: 0.3655
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8172 - loss: 0.3889
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9165 - loss: 0.2319
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8189 - loss: 0.3953   
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.8541 - loss: 0.3109
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8979 - loss: 0.2894  
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8356 - loss: 0.3567
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.8520 - loss: 0.3519
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8927 - loss: 0.3201
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8456 - loss: 0.3429  
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8664 - loss: 0.3710
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.8591 - loss: 0.3647
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8796 - loss: 0.2904  
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8558 - loss: 0.3391
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9123 - loss: 0.2587
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8481 - loss: 0.3340
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.8204 - loss: 0.3953
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8622 - loss: 0.3746  
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8559 - loss: 0.3850
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8756 - loss: 0.3093
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.9007 - loss: 0.2796
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8846 - loss: 0.2911
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8574 - loss: 0.3624  
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8598 - loss: 0.3366
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8632 - loss: 0.2812
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8612 - loss: 0.3181
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8841 - loss: 0.3106
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8575 - loss: 0.3636
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.8872 - loss: 0.2897
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.8269 - loss: 0.4302
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8845 - loss: 0.3402
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8354 - loss: 0.3529
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9120 - loss: 0.2512
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8518 - loss: 0.3688
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8853 - loss: 0.3114
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8171 - loss: 0.4124  
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8812 - loss: 0.3370
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8769 - loss: 0.3076
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8343 - loss: 0.4100
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8824 - loss: 0.3197
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8672 - loss: 0.3332  
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8959 - loss: 0.2707
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9001 - loss: 0.2867
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9110 - loss: 0.2757  
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.9018 - loss: 0.2760
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8419 - loss: 0.3304
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.8889 - loss: 0.3596
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8587 - loss: 0.3462
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8731 - loss: 0.2767
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.8796 - loss: 0.3432
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8921 - loss: 0.2916
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8967 - loss: 0.3079
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8634 - loss: 0.3679  
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8706 - loss: 0.3177
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.8435 - loss: 0.3478
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.8605 - loss: 0.3786
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8797 - loss: 0.3064
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9104 - loss: 0.2853
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8777 - loss: 0.3192
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.8690 - loss: 0.3105
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8590 - loss: 0.3537
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8379 - loss: 0.3740
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8698 - loss: 0.3707
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8801 - loss: 0.2787
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.8068 - loss: 0.4148
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9035 - loss: 0.2736
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8561 - loss: 0.3607
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8485 - loss: 0.3675  
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8667 - loss: 0.3073
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8620 - loss: 0.3487
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8941 - loss: 0.2932
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8343 - loss: 0.3738
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8519 - loss: 0.3762
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8316 - loss: 0.3708
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9005 - loss: 0.2589
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8640 - loss: 0.3168
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.8692 - loss: 0.3234
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8909 - loss: 0.2697
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8636 - loss: 0.3383
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8330 - loss: 0.3811
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.8469 - loss: 0.3608
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8297 - loss: 0.3554
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7939 - loss: 0.4520
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.8685 - loss: 0.3397
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8298 - loss: 0.3863
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8962 - loss: 0.2894
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8209 - loss: 0.3707
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8514 - loss: 0.3184
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8794 - loss: 0.3051
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.8844 - loss: 0.3305
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8828 - loss: 0.2842
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.8851 - loss: 0.2882
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8534 - loss: 0.3278  
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8983 - loss: 0.2827
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.8863 - loss: 0.2980
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8726 - loss: 0.3247
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8924 - loss: 0.3028
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.8498 - loss: 0.3751
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.8683 - loss: 0.3236
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8504 - loss: 0.3591
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8292 - loss: 0.4102
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9128 - loss: 0.2942
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8146 - loss: 0.4075
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9005 - loss: 0.2880
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.8903 - loss: 0.2868
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8812 - loss: 0.3119
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8622 - loss: 0.3091
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8080 - loss: 0.4101 
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8897 - loss: 0.2629
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8454 - loss: 0.3336
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.8604 - loss: 0.3348
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8583 - loss: 0.3593
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.7931 - loss: 0.4488 
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8932 - loss: 0.2742
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8612 - loss: 0.3257
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9034 - loss: 0.2580
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8370 - loss: 0.3564
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8397 - loss: 0.3586  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.8834 - loss: 0.3139
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9225 - loss: 0.2668
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.8623 - loss: 0.3420
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8867 - loss: 0.3056
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8752 - loss: 0.3266
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.8204 - loss: 0.3684
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8568 - loss: 0.3355
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.8842 - loss: 0.2895
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.8321 - loss: 0.3854
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8932 - loss: 0.2927
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8570 - loss: 0.3349
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8752 - loss: 0.3204
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.8329 - loss: 0.4163
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8648 - loss: 0.3797
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8809 - loss: 0.3224
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9089 - loss: 0.2770  
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8465 - loss: 0.3368  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8038 - loss: 0.3908  
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.8707 - loss: 0.3098
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8893 - loss: 0.3125
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8516 - loss: 0.3364
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.8467 - loss: 0.3542
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8617 - loss: 0.3268
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.8862 - loss: 0.3136
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8613 - loss: 0.3337
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8868 - loss: 0.2798
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8411 - loss: 0.3272
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8003 - loss: 0.4276
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8723 - loss: 0.3287
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8998 - loss: 0.2838
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.8648 - loss: 0.3334
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8753 - loss: 0.3286
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8248 - loss: 0.3955
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - accuracy: 0.8929 - loss: 0.2891
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.8485 - loss: 0.3733
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.9067 - loss: 0.2796
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8843 - loss: 0.2912
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8500 - loss: 0.3767
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.8142 - loss: 0.3786
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8548 - loss: 0.3693
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8841 - loss: 0.3001
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.8651 - loss: 0.3319
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8797 - loss: 0.3392
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.8434 - loss: 0.3832
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8649 - loss: 0.3284  
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3282
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8585 - loss: 0.3679
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8402 - loss: 0.3631
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8726 - loss: 0.2750
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9025 - loss: 0.2819
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.8577 - loss: 0.3670
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.8588 - loss: 0.3364
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8561 - loss: 0.3281
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8756 - loss: 0.2717
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8649 - loss: 0.3487
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8805 - loss: 0.3319
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8872 - loss: 0.2867
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8554 - loss: 0.3301
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.8549 - loss: 0.3631
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.8616 - loss: 0.3166
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8103 - loss: 0.4315
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9257 - loss: 0.2602
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.8317 - loss: 0.3689
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8765 - loss: 0.3087
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8387 - loss: 0.3252
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.2799
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8746 - loss: 0.3066
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.8424 - loss: 0.3157
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8673 - loss: 0.3127
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8760 - loss: 0.3256
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8893 - loss: 0.3231
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8709 - loss: 0.3426
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8744 - loss: 0.3120
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8354 - loss: 0.3587
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8780 - loss: 0.3390
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7781 - loss: 0.4100  
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8388 - loss: 0.3589
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8996 - loss: 0.3272
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8475 - loss: 0.3500
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8469 - loss: 0.4012
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8647 - loss: 0.3511
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8386 - loss: 0.3531
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8229 - loss: 0.3710  
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8579 - loss: 0.3313
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8876 - loss: 0.3223
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8393 - loss: 0.3473
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.8468 - loss: 0.3652
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7988 - loss: 0.3810
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.8784 - loss: 0.3175
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9110 - loss: 0.2709
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8176 - loss: 0.4372  
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8696 - loss: 0.3169
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8777 - loss: 0.3474
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8730 - loss: 0.3047
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.8480 - loss: 0.3738
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.8581 - loss: 0.3308
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8721 - loss: 0.2929
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.8455 - loss: 0.3368
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8837 - loss: 0.2857
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8990 - loss: 0.2591
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8773 - loss: 0.2899
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8789 - loss: 0.2997
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8448 - loss: 0.3922  
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8530 - loss: 0.3365
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.9055 - loss: 0.2727
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8893 - loss: 0.3338
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.8621 - loss: 0.3731
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8365 - loss: 0.3870  
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8489 - loss: 0.3956
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.8447 - loss: 0.3646
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8558 - loss: 0.3722
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8718 - loss: 0.3728
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8963 - loss: 0.2867
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8475 - loss: 0.3651
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8769 - loss: 0.3242
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8581 - loss: 0.3334
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8027 - loss: 0.3805  
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8750 - loss: 0.3032  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 2ms/step - accuracy: 0.4353 - loss: 0.7177 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5318 - loss: 0.6923
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5715 - loss: 0.6861 
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5536 - loss: 0.6900
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5301 - loss: 0.6928
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4713 - loss: 0.6944
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4518 - loss: 0.6948
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5384 - loss: 0.6932 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4385 - loss: 0.6939 
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4787 - loss: 0.6934
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5370 - loss: 0.6936
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5866 - loss: 0.6915
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4038 - loss: 0.6946 
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4363 - loss: 0.6941
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4849 - loss: 0.6939
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4458 - loss: 0.6943
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3597 - loss: 0.6943 
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5005 - loss: 0.6938
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4850 - loss: 0.6940
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4671 - loss: 0.6935 
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4831 - loss: 0.6938
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5053 - loss: 0.6934
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4750 - loss: 0.6936
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4058 - loss: 0.6941 
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.3873 - loss: 0.6942
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5114 - loss: 0.6936
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5496 - loss: 0.6931
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4511 - loss: 0.6940 
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4671 - loss: 0.6942
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5171 - loss: 0.6936
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5007 - loss: 0.6942
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5532 - loss: 0.6935
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4338 - loss: 0.6939   
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5039 - loss: 0.6937
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4126 - loss: 0.6938
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5017 - loss: 0.6939
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4008 - loss: 0.6942   
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4357 - loss: 0.6940
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5037 - loss: 0.6934 
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4502 - loss: 0.6938   
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5063 - loss: 0.6938
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5564 - loss: 0.6929
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5668 - loss: 0.6930
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3914 - loss: 0.6939
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4737 - loss: 0.6939
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4845 - loss: 0.6940
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5989 - loss: 0.6920
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5429 - loss: 0.6934
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4848 - loss: 0.6939   
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5243 - loss: 0.6939
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5764 - loss: 0.6933
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5830 - loss: 0.6929
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4616 - loss: 0.6942 
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.4894 - loss: 0.6935
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4496 - loss: 0.6942
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5443 - loss: 0.6934
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4059 - loss: 0.6942 
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4109 - loss: 0.6940 
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5912 - loss: 0.6924
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4071 - loss: 0.6945 
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5849 - loss: 0.6916
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4281 - loss: 0.6940
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5631 - loss: 0.6929
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4482 - loss: 0.6939
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5698 - loss: 0.6924
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4746 - loss: 0.6940
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4868 - loss: 0.6940
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4516 - loss: 0.6944
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3589 - loss: 0.6943 
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - accuracy: 0.4163 - loss: 0.6940
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4809 - loss: 0.6941
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5326 - loss: 0.6934
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4477 - loss: 0.6938
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5123 - loss: 0.6940
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4639 - loss: 0.6940
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5301 - loss: 0.6934
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4305 - loss: 0.6942 
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4849 - loss: 0.6940
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - accuracy: 0.5586 - loss: 0.6927
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5265 - loss: 0.6937
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5242 - loss: 0.6930   
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4197 - loss: 0.6941  
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4470 - loss: 0.6942 
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5505 - loss: 0.6931
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4712 - loss: 0.6941
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4581 - loss: 0.6937 
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5438 - loss: 0.6934
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5029 - loss: 0.6935
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5046 - loss: 0.6937 
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4874 - loss: 0.6941
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4643 - loss: 0.6943
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4706 - loss: 0.6934 
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5839 - loss: 0.6930
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4962 - loss: 0.6929 
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5161 - loss: 0.6938
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4651 - loss: 0.6940   
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4391 - loss: 0.6938
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5204 - loss: 0.6934
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4465 - loss: 0.6938 
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4803 - loss: 0.6932
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4423 - loss: 0.6941
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4862 - loss: 0.6938
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4964 - loss: 0.6937
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4291 - loss: 0.6943
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5231 - loss: 0.6929
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4506 - loss: 0.6938
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4153 - loss: 0.6940   
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5094 - loss: 0.6938
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5135 - loss: 0.6933
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5317 - loss: 0.6928
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4953 - loss: 0.6935
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4693 - loss: 0.6939 
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4519 - loss: 0.6943
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4881 - loss: 0.6941
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4754 - loss: 0.6941
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4903 - loss: 0.6933   
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5399 - loss: 0.6937  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4205 - loss: 0.6944
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5190 - loss: 0.6937
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5065 - loss: 0.6937
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5009 - loss: 0.6933
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4275 - loss: 0.6941 
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3901 - loss: 0.6940
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5952 - loss: 0.6920
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5504 - loss: 0.6933
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4197 - loss: 0.6942
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5160 - loss: 0.6939
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4897 - loss: 0.6937 
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3704 - loss: 0.6941
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4421 - loss: 0.6940
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5227 - loss: 0.6938
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4998 - loss: 0.6936
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4720 - loss: 0.6940
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5359 - loss: 0.6931
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4664 - loss: 0.6940
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4309 - loss: 0.6943
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4208 - loss: 0.6940
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4191 - loss: 0.6943   
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4934 - loss: 0.6941 
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4260 - loss: 0.6943
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5070 - loss: 0.6930  
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4704 - loss: 0.6938
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5536 - loss: 0.6936
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4620 - loss: 0.6943
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4624 - loss: 0.6941
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4281 - loss: 0.6942 
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4956 - loss: 0.6941
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4783 - loss: 0.6938
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5742 - loss: 0.6928
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - accuracy: 0.4831 - loss: 0.6939
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5298 - loss: 0.6935
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5346 - loss: 0.6930
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4836 - loss: 0.6939
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5526 - loss: 0.6929
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5273 - loss: 0.6939
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3805 - loss: 0.6943
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5219 - loss: 0.6934
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4668 - loss: 0.6944
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4674 - loss: 0.6940   
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5058 - loss: 0.6938
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4878 - loss: 0.6939 
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5140 - loss: 0.6938 
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5408 - loss: 0.6931
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3700 - loss: 0.6942   
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4984 - loss: 0.6938   
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4351 - loss: 0.6943
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4546 - loss: 0.6941
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4200 - loss: 0.6940
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3917 - loss: 0.6942
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5392 - loss: 0.6938
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4536 - loss: 0.6940 
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5543 - loss: 0.6929  
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5050 - loss: 0.6930
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5682 - loss: 0.6930
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4680 - loss: 0.6940 
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4380 - loss: 0.6943
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4373 - loss: 0.6940
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5267 - loss: 0.6938
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4750 - loss: 0.6940
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5187 - loss: 0.6936
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4257 - loss: 0.6945
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4792 - loss: 0.6941 
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5123 - loss: 0.6933
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5594 - loss: 0.6935
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4421 - loss: 0.6943
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4631 - loss: 0.6941   
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5080 - loss: 0.6935
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4906 - loss: 0.6941
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4659 - loss: 0.6939
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4471 - loss: 0.6943 
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4586 - loss: 0.6944
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4704 - loss: 0.6938
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5077 - loss: 0.6931
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5384 - loss: 0.6927
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4722 - loss: 0.6939
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4845 - loss: 0.6935
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5255 - loss: 0.6930 
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3981 - loss: 0.6941
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5320 - loss: 0.6930
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4594 - loss: 0.6942
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4497 - loss: 0.6940
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4843 - loss: 0.6934
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4899 - loss: 0.6939
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5619 - loss: 0.6929
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5433 - loss: 0.6933
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4772 - loss: 0.6943 
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5581 - loss: 0.6932
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5771 - loss: 0.6916
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5656 - loss: 0.6913
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5563 - loss: 0.6926
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5712 - loss: 0.6932
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5270 - loss: 0.6938
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5708 - loss: 0.6929
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5011 - loss: 0.6938
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5147 - loss: 0.6930
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4902 - loss: 0.6936
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4355 - loss: 0.6939   
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4519 - loss: 0.6940
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4727 - loss: 0.6942
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4624 - loss: 0.6943
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4947 - loss: 0.6937
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5157 - loss: 0.6930
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4272 - loss: 0.6943 
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4309 - loss: 0.6943
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4194 - loss: 0.6939
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4824 - loss: 0.6931 
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5183 - loss: 0.6940
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5263 - loss: 0.6936
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4861 - loss: 0.6939
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4438 - loss: 0.6940
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4812 - loss: 0.6938
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4812 - loss: 0.6939
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5066 - loss: 0.6932   
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5141 - loss: 0.6940
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4503 - loss: 0.6941
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5206 - loss: 0.6937
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4588 - loss: 0.6937
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5146 - loss: 0.6937
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4610 - loss: 0.6940   
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5403 - loss: 0.6937
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4742 - loss: 0.6940   
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5647 - loss: 0.6934
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4798 - loss: 0.6936 
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4371 - loss: 0.6937
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5196 - loss: 0.6934   
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5253 - loss: 0.6937 
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4815 - loss: 0.6941
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5490 - loss: 0.6931
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4115 - loss: 0.6942 
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4412 - loss: 0.6942
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5375 - loss: 0.6933
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4714 - loss: 0.6940
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5337 - loss: 0.6934
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3876 - loss: 0.6941 
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4954 - loss: 0.6936
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3949 - loss: 0.6942   
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4598 - loss: 0.6940   
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5615 - loss: 0.6930
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5157 - loss: 0.6935  
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3885 - loss: 0.6941
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5498 - loss: 0.6936
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4884 - loss: 0.6933
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5265 - loss: 0.6939
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5133 - loss: 0.6934
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5764 - loss: 0.6920
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4751 - loss: 0.6939
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4971 - loss: 0.6941
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4884 - loss: 0.6935 
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3450 - loss: 0.6940 
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5479 - loss: 0.6925
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4997 - loss: 0.6936
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5154 - loss: 0.6939
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5622 - loss: 0.6930
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4436 - loss: 0.6942
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5157 - loss: 0.6933
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5402 - loss: 0.6933
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5203 - loss: 0.6938
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4751 - loss: 0.6940
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4296 - loss: 0.6944   
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4911 - loss: 0.6937 
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5438 - loss: 0.6932
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5364 - loss: 0.6925
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4781 - loss: 0.6941
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4234 - loss: 0.6942
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5059 - loss: 0.6940
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5029 - loss: 0.6935
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5238 - loss: 0.6937
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3780 - loss: 0.6942 
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4163 - loss: 0.6941
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5429 - loss: 0.6935
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4584 - loss: 0.6939
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4706 - loss: 0.6940
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4633 - loss: 0.6939
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4621 - loss: 0.6941
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4972 - loss: 0.6937 
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5500 - loss: 0.6927
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5082 - loss: 0.6938
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5540 - loss: 0.6935
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4781 - loss: 0.6941 
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4747 - loss: 0.6941
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4991 - loss: 0.6935
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4822 - loss: 0.6942
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4791 - loss: 0.6939
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4809 - loss: 0.6937
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4786 - loss: 0.6939
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4650 - loss: 0.6940
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5015 - loss: 0.6938
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5618 - loss: 0.6932
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4955 - loss: 0.6937
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4807 - loss: 0.6936 
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5169 - loss: 0.6935
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5591 - loss: 0.6929
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5719 - loss: 0.6929
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5085 - loss: 0.6939
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4455 - loss: 0.6941 
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5050 - loss: 0.6936   
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4963 - loss: 0.6935   
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.5371 - loss: 0.6936
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5306 - loss: 0.6939
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3486 - loss: 0.6942 
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4677 - loss: 0.6936   
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.4747 - loss: 0.6938
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4667 - loss: 0.6940
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5257 - loss: 0.6938
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4812 - loss: 0.6941
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4777 - loss: 0.6941 
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4682 - loss: 0.6937
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4687 - loss: 0.6935 
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5124 - loss: 0.6935
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4497 - loss: 0.6937
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4483 - loss: 0.6941  
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4882 - loss: 0.6936
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4960 - loss: 0.6940
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4240 - loss: 0.6940 
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4108 - loss: 0.6941
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5287 - loss: 0.6933
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5339 - loss: 0.6936
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5080 - loss: 0.6936
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5433 - loss: 0.6926
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4574 - loss: 0.6940
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4694 - loss: 0.6939
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4893 - loss: 0.6941   
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4752 - loss: 0.6934
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5535 - loss: 0.6935
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4839 - loss: 0.6940  
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5002 - loss: 0.6935
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5273 - loss: 0.6932
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.4419 - loss: 0.6944 
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5651 - loss: 0.6929
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4484 - loss: 0.6937
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5416 - loss: 0.6941
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3868 - loss: 0.6941 
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4424 - loss: 0.6938
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5449 - loss: 0.6939
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4849 - loss: 0.6936 
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4791 - loss: 0.6936
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4482 - loss: 0.6939
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4930 - loss: 0.6936 
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4391 - loss: 0.6942 
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4557 - loss: 0.6939
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4965 - loss: 0.6942
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5497 - loss: 0.6935
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5151 - loss: 0.6932
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4664 - loss: 0.6937
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5591 - loss: 0.6928
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4024 - loss: 0.6941
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3967 - loss: 0.6942 
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4237 - loss: 0.6942
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4367 - loss: 0.6936
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5598 - loss: 0.6928
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5380 - loss: 0.6936
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4594 - loss: 0.6935
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5384 - loss: 0.6932
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5030 - loss: 0.6938
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5372 - loss: 0.6938
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4508 - loss: 0.6939 
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5273 - loss: 0.6940
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4671 - loss: 0.6937
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4586 - loss: 0.6939  
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5664 - loss: 0.6923
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4678 - loss: 0.6940   
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5126 - loss: 0.6936
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4695 - loss: 0.6938
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4597 - loss: 0.6944
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5103 - loss: 0.6938 
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4211 - loss: 0.6943
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3353 - loss: 0.6945 
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3719 - loss: 0.6944
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3884 - loss: 0.6945  
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4494 - loss: 0.6941
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4525 - loss: 0.6936 
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5016 - loss: 0.6942
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4010 - loss: 0.6944
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4715 - loss: 0.6940 
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4323 - loss: 0.6938
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3901 - loss: 0.6942
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4301 - loss: 0.6942   
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4539 - loss: 0.6941
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4384 - loss: 0.6941
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5941 - loss: 0.6924
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.2569 - loss: 0.6950      
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.4765 - loss: 0.7271 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.5236 - loss: 0.7109 
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4403 - loss: 0.7134 
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5231 - loss: 0.6954
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5093 - loss: 0.6999
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5322 - loss: 0.7034
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.5093 - loss: 0.7001 
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.4774 - loss: 0.6915
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4453 - loss: 0.7034
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.4729 - loss: 0.7017 
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5188 - loss: 0.6885
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4670 - loss: 0.7002
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5490 - loss: 0.6947
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.4259 - loss: 0.7016 
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4884 - loss: 0.6914
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.4794 - loss: 0.6952
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5731 - loss: 0.6982
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6724 - loss: 0.6943  
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3557 - loss: 0.6964
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4568 - loss: 0.6934
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4718 - loss: 0.6969
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.3897 - loss: 0.6981
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5301 - loss: 0.6922
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4047 - loss: 0.6998 
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3632 - loss: 0.6982
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3175 - loss: 0.6973   
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.4340 - loss: 0.6962
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4938 - loss: 0.6949  
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5476 - loss: 0.6960
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 732us/step - accuracy: 0.4910 - loss: 0.6938
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6720 - loss: 0.6896
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4031 - loss: 0.6930
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.6070 - loss: 0.6889
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5296 - loss: 0.6924
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3857 - loss: 0.6969 
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.4845 - loss: 0.6933
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5738 - loss: 0.6958   
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.5110 - loss: 0.6923
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4258 - loss: 0.6945
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - accuracy: 0.5074 - loss: 0.6954
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4762 - loss: 0.6937
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4937 - loss: 0.6936
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4419 - loss: 0.6932
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.4566 - loss: 0.6934
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4843 - loss: 0.6958
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4546 - loss: 0.6937  
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5201 - loss: 0.6952
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4850 - loss: 0.6934
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5009 - loss: 0.6937
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.5231 - loss: 0.6952
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4471 - loss: 0.6950  
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5093 - loss: 0.6949
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.4401 - loss: 0.6942
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4797 - loss: 0.6945
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.4998 - loss: 0.6955 
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5405 - loss: 0.6938
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4626 - loss: 0.6941 
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4225 - loss: 0.6958   
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.5235 - loss: 0.6933
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4251 - loss: 0.6961 
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.4304 - loss: 0.6946
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5261 - loss: 0.6938
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.4478 - loss: 0.6950
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4573 - loss: 0.6941
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4908 - loss: 0.6943  
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.4208 - loss: 0.6956
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - accuracy: 0.4768 - loss: 0.6950
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.5605 - loss: 0.6927
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.5066 - loss: 0.6945
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.4033 - loss: 0.6955
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.3790 - loss: 0.6959 
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.4886 - loss: 0.6945
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5083 - loss: 0.6934   
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5380 - loss: 0.6933
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5386 - loss: 0.6926
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5546 - loss: 0.6911
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4961 - loss: 0.6939  
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3747 - loss: 0.6958   
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - accuracy: 0.4379 - loss: 0.6956
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5679 - loss: 0.6932
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.5023 - loss: 0.6946
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5683 - loss: 0.6926  
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4476 - loss: 0.6948
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5252 - loss: 0.6936
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5554 - loss: 0.6938
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.5502 - loss: 0.6921
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4056 - loss: 0.6951   
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4093 - loss: 0.6956
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.4673 - loss: 0.6937
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.4220 - loss: 0.6956 
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4252 - loss: 0.6947   
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4609 - loss: 0.6942
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5041 - loss: 0.6939
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5334 - loss: 0.6924
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.5159 - loss: 0.6948
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4361 - loss: 0.6947
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4016 - loss: 0.6948
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4978 - loss: 0.6941
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5663 - loss: 0.6930
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.4973 - loss: 0.6939
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4668 - loss: 0.6944
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4902 - loss: 0.6947
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.4323 - loss: 0.6950
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4234 - loss: 0.6946
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5095 - loss: 0.6951 
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4976 - loss: 0.6949
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.6044 - loss: 0.6912
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5254 - loss: 0.6944
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5092 - loss: 0.6936
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5417 - loss: 0.6936
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.4045 - loss: 0.6939
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4061 - loss: 0.6955   
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5119 - loss: 0.6933
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5478 - loss: 0.6936
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.4699 - loss: 0.6947
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4183 - loss: 0.6948
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.4692 - loss: 0.6944
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4400 - loss: 0.6943
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.5067 - loss: 0.6941
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4976 - loss: 0.6939
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5331 - loss: 0.6943
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.4610 - loss: 0.6943
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4821 - loss: 0.6949
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.5599 - loss: 0.6917
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4941 - loss: 0.6953
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4328 - loss: 0.6946 
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4523 - loss: 0.6945   
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5340 - loss: 0.6934
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4140 - loss: 0.6950
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4470 - loss: 0.6947
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4582 - loss: 0.6945
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.4786 - loss: 0.6940
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.4815 - loss: 0.6941
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5096 - loss: 0.6937   
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.4998 - loss: 0.6944
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4794 - loss: 0.6941
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.4965 - loss: 0.6944
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4859 - loss: 0.6936
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4834 - loss: 0.6946
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5242 - loss: 0.6930
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.4575 - loss: 0.6948
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.4901 - loss: 0.6936
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4555 - loss: 0.6943
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5747 - loss: 0.6920
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5151 - loss: 0.6938  
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.5133 - loss: 0.6939
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5044 - loss: 0.6946 
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4338 - loss: 0.6948   
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.4535 - loss: 0.6940
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5198 - loss: 0.6942
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.4938 - loss: 0.6926 
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4022 - loss: 0.6950
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5125 - loss: 0.6932
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4923 - loss: 0.6937 
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4489 - loss: 0.6946   
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4348 - loss: 0.6944
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.4684 - loss: 0.6935 
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4051 - loss: 0.6952
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.3921 - loss: 0.6945
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3670 - loss: 0.6954
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4988 - loss: 0.6932   
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5472 - loss: 0.6930
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.5246 - loss: 0.6941 
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4767 - loss: 0.6939
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.4727 - loss: 0.6941 
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4561 - loss: 0.6941
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.5244 - loss: 0.6936
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5223 - loss: 0.6936
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4789 - loss: 0.6944
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4960 - loss: 0.6948
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5178 - loss: 0.6937
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4680 - loss: 0.6940
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.5090 - loss: 0.6933 
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4844 - loss: 0.6940  
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5007 - loss: 0.6939
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4858 - loss: 0.6938
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.3968 - loss: 0.6954
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4935 - loss: 0.6938
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.4935 - loss: 0.6940
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4979 - loss: 0.6949
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.5377 - loss: 0.6927
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4377 - loss: 0.6943
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.4941 - loss: 0.6942
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4447 - loss: 0.6946
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.4815 - loss: 0.6944
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4843 - loss: 0.6937
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4571 - loss: 0.6947
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4668 - loss: 0.6942
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5644 - loss: 0.6927  
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4819 - loss: 0.6942
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4899 - loss: 0.6947
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.4930 - loss: 0.6944
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5280 - loss: 0.6935
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5714 - loss: 0.6909
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.5332 - loss: 0.6936
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5865 - loss: 0.6920 
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.5004 - loss: 0.6926
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.5540 - loss: 0.6923
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.5047 - loss: 0.6926 
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4790 - loss: 0.6948
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.5028 - loss: 0.6949 
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5140 - loss: 0.6938
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4901 - loss: 0.6946
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5305 - loss: 0.6943
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.5272 - loss: 0.6932 
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5043 - loss: 0.6940
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.5046 - loss: 0.6939 
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4761 - loss: 0.6937
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5447 - loss: 0.6926
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3902 - loss: 0.6942 
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.3387 - loss: 0.6949 
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4926 - loss: 0.6937  
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.5029 - loss: 0.6945
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4415 - loss: 0.6946
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 764us/step - accuracy: 0.4488 - loss: 0.6944
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4721 - loss: 0.6935
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 763us/step - accuracy: 0.4832 - loss: 0.6942
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4908 - loss: 0.6936   
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4336 - loss: 0.6947 
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4395 - loss: 0.6946 
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.4574 - loss: 0.6946 
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5117 - loss: 0.6939
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.4702 - loss: 0.6943
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.5753 - loss: 0.6927
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5605 - loss: 0.6911  
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4666 - loss: 0.6947
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.4660 - loss: 0.6940 
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3855 - loss: 0.6946   
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4009 - loss: 0.6943   
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3586 - loss: 0.6946   
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.4720 - loss: 0.6939
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4825 - loss: 0.6936
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.5280 - loss: 0.6941
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.4250 - loss: 0.6940
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4926 - loss: 0.6942
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4807 - loss: 0.6939   
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4670 - loss: 0.6943   
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.5376 - loss: 0.6935
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4693 - loss: 0.6940
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4633 - loss: 0.6948
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4361 - loss: 0.6945   
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.4448 - loss: 0.6939 
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.5532 - loss: 0.6925
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4532 - loss: 0.6944  
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5224 - loss: 0.6936
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5605 - loss: 0.6931
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.4590 - loss: 0.6943
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4687 - loss: 0.6937
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5438 - loss: 0.6933
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.4463 - loss: 0.6943
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5300 - loss: 0.6941
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4508 - loss: 0.6941
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4773 - loss: 0.6939
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4120 - loss: 0.6943 
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.4293 - loss: 0.6941 
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4779 - loss: 0.6939
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.4873 - loss: 0.6940
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4911 - loss: 0.6940
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.4965 - loss: 0.6947
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4875 - loss: 0.6939
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4876 - loss: 0.6939 
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.4820 - loss: 0.6940
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.4981 - loss: 0.6943
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5482 - loss: 0.6937
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4658 - loss: 0.6937   
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4978 - loss: 0.6937   
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.5135 - loss: 0.6940 
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4793 - loss: 0.6942
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5229 - loss: 0.6938
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4471 - loss: 0.6941
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4756 - loss: 0.6939  
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3984 - loss: 0.6943 
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.4734 - loss: 0.6943 
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.4596 - loss: 0.6941
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4764 - loss: 0.6938
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5398 - loss: 0.6931
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4919 - loss: 0.6941
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.5158 - loss: 0.6938
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5216 - loss: 0.6931 
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.4212 - loss: 0.6947 
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4808 - loss: 0.6948
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5047 - loss: 0.6938 
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5025 - loss: 0.6936  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.5259 - loss: 0.6934
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.4531 - loss: 0.6941 
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.4236 - loss: 0.6944
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.4724 - loss: 0.6941
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.5108 - loss: 0.6938
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4915 - loss: 0.6943 
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.5009 - loss: 0.6939
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4295 - loss: 0.6944   
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5055 - loss: 0.6940
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3953 - loss: 0.6943   
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5339 - loss: 0.6929
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5097 - loss: 0.6940
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4914 - loss: 0.6945   
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.5386 - loss: 0.6930
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4518 - loss: 0.6940 
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 802us/step - accuracy: 0.5583 - loss: 0.6938
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5203 - loss: 0.6940
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3766 - loss: 0.6943   
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 723us/step - accuracy: 0.4814 - loss: 0.6937 
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5241 - loss: 0.6937
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4729 - loss: 0.6936
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4056 - loss: 0.6943
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3781 - loss: 0.6941
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5112 - loss: 0.6940
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.4596 - loss: 0.6939 
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4018 - loss: 0.6943 
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.5234 - loss: 0.6931
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4270 - loss: 0.6943
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.3704 - loss: 0.6942 
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5160 - loss: 0.6937  
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.5065 - loss: 0.6939
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4379 - loss: 0.6941
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.4968 - loss: 0.6938
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5292 - loss: 0.6932
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.4055 - loss: 0.6940 
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5121 - loss: 0.6931 
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4368 - loss: 0.6944
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.4456 - loss: 0.6943 
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.5022 - loss: 0.6934
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.5191 - loss: 0.6936
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5018 - loss: 0.6940   
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.4935 - loss: 0.6940
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4540 - loss: 0.6940
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.5499 - loss: 0.6927
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4744 - loss: 0.6942
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.4865 - loss: 0.6939
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5048 - loss: 0.6933 
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4823 - loss: 0.6931  
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.3996 - loss: 0.6949
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - accuracy: 0.5649 - loss: 0.6923
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4577 - loss: 0.6940   
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4784 - loss: 0.6936
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5884 - loss: 0.6923  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4292 - loss: 0.6939 
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.5166 - loss: 0.6939
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.5065 - loss: 0.6929 
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4662 - loss: 0.6932   
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.5481 - loss: 0.6925
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5520 - loss: 0.6931
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4383 - loss: 0.6940   
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4409 - loss: 0.6941   
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.5226 - loss: 0.6937
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.5390 - loss: 0.6937
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4878 - loss: 0.6938
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5026 - loss: 0.6935   
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5149 - loss: 0.6937
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.4304 - loss: 0.6940
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4763 - loss: 0.6939   
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.5831 - loss: 0.6929
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.5355 - loss: 0.6933 
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.4451 - loss: 0.6943
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.5103 - loss: 0.6940 
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5171 - loss: 0.6939
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.5372 - loss: 0.6933 
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4747 - loss: 0.6936
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.5143 - loss: 0.6938
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3821 - loss: 0.6942
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 782us/step - accuracy: 0.5377 - loss: 0.6937
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4659 - loss: 0.6940   
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 811us/step - accuracy: 0.4177 - loss: 0.6940
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4701 - loss: 0.6939
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 747us/step - accuracy: 0.4997 - loss: 0.6936
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.4774 - loss: 0.6939
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.5278 - loss: 0.6938
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4691 - loss: 0.6940  
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4646 - loss: 0.6935 
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3985 - loss: 0.6944 
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.5139 - loss: 0.6922
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4055 - loss: 0.6945
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5125 - loss: 0.6936  
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4303 - loss: 0.6940
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5449 - loss: 0.6940  
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.4398 - loss: 0.6939
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4675 - loss: 0.6934
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4962 - loss: 0.6934  
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - accuracy: 0.5375 - loss: 0.6932
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4823 - loss: 0.6938 
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.5273 - loss: 0.6939
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5037 - loss: 0.6934   
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.4178 - loss: 0.6941 
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5209 - loss: 0.6931   
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4937 - loss: 0.6939
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.5442 - loss: 0.6930 
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4939 - loss: 0.6938
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.5626 - loss: 0.6922
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4637 - loss: 0.6937
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4242 - loss: 0.6939
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4173 - loss: 0.6938
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.4724 - loss: 0.6937
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4525 - loss: 0.6939
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5636 - loss: 0.6932
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.4151 - loss: 0.6938
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5020 - loss: 0.6937   
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5401 - loss: 0.6931
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5065 - loss: 0.6929 
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4797 - loss: 0.6939
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5284 - loss: 0.6935
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7431 - loss: 0.6908  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5263 - loss: 0.6897 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.5133 - loss: 0.7035 
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4760 - loss: 0.7077   
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5328 - loss: 0.6933
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.5054 - loss: 0.6929
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.4936 - loss: 0.6976
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.4696 - loss: 0.6971
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4908 - loss: 0.6909 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4927 - loss: 0.6928
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.5237 - loss: 0.6881
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4818 - loss: 0.6931   
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.5287 - loss: 0.6846
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.5624 - loss: 0.6895
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5008 - loss: 0.6930   
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.5780 - loss: 0.6798
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5737 - loss: 0.6856
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5517 - loss: 0.6849
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5307 - loss: 0.6881
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4741 - loss: 0.6894   
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.4880 - loss: 0.6826 
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5771 - loss: 0.6816
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6186 - loss: 0.6779
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5803 - loss: 0.6789   
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6285 - loss: 0.6675
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 772us/step - accuracy: 0.7006 - loss: 0.6629
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.6597 - loss: 0.6664
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6694 - loss: 0.6443
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.7298 - loss: 0.6468
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7738 - loss: 0.6363
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7658 - loss: 0.6212  
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7450 - loss: 0.6198
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8134 - loss: 0.5703
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8164 - loss: 0.5520
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.7682 - loss: 0.5437
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7824 - loss: 0.4942  
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.8416 - loss: 0.4457
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7921 - loss: 0.4884
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.8773 - loss: 0.3893
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7981 - loss: 0.4391
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.8212 - loss: 0.4337
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8307 - loss: 0.4140
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.8982 - loss: 0.3388
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8525 - loss: 0.3390
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8411 - loss: 0.3847
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.8541 - loss: 0.3134
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.8555 - loss: 0.3792
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.8498 - loss: 0.3006
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8500 - loss: 0.3457
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8374 - loss: 0.4105
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7715 - loss: 0.4608
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9009 - loss: 0.2398
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.8878 - loss: 0.2879
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.7990 - loss: 0.4217
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8422 - loss: 0.3630  
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8604 - loss: 0.3492
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8885 - loss: 0.3051
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.8286 - loss: 0.4053
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8165 - loss: 0.3956
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.8561 - loss: 0.3523
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8825 - loss: 0.3250
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8719 - loss: 0.3665
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8419 - loss: 0.3608
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.8956 - loss: 0.2642
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8373 - loss: 0.3928
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8476 - loss: 0.3311
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8670 - loss: 0.2992
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8706 - loss: 0.3406
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8691 - loss: 0.3387
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8334 - loss: 0.3721
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.8635 - loss: 0.3496
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8153 - loss: 0.3969
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8227 - loss: 0.4253
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.8805 - loss: 0.3134
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8164 - loss: 0.3781  
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8256 - loss: 0.4259  
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8493 - loss: 0.3730
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.8771 - loss: 0.3281
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8758 - loss: 0.3069
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8766 - loss: 0.3400  
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8390 - loss: 0.4089
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8712 - loss: 0.3584
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8973 - loss: 0.2811
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.2999
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8354 - loss: 0.3434
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8589 - loss: 0.3567
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.8886 - loss: 0.3121
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8373 - loss: 0.3842
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8612 - loss: 0.2977
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.8563 - loss: 0.3625
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8502 - loss: 0.4075
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8502 - loss: 0.3881
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8522 - loss: 0.3337
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.8584 - loss: 0.3184
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.8598 - loss: 0.3415
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8492 - loss: 0.3879 
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.8324 - loss: 0.3868
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8505 - loss: 0.3911
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.8744 - loss: 0.2983
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8439 - loss: 0.3631
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.8563 - loss: 0.3918
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8455 - loss: 0.3609
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.8481 - loss: 0.3585
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8293 - loss: 0.4143  
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8812 - loss: 0.2968
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.8557 - loss: 0.3523
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8046 - loss: 0.4564
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.8532 - loss: 0.3366
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8468 - loss: 0.3974
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8817 - loss: 0.3184
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - accuracy: 0.8819 - loss: 0.2840
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8579 - loss: 0.3520
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8553 - loss: 0.3438  
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8687 - loss: 0.3191
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8071 - loss: 0.4385   
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8646 - loss: 0.3561
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.8776 - loss: 0.2950
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8923 - loss: 0.3131
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8556 - loss: 0.3072
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8543 - loss: 0.3464
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.8862 - loss: 0.3329
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8366 - loss: 0.4097
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8789 - loss: 0.2868  
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8817 - loss: 0.3179
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8466 - loss: 0.4054
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.8737 - loss: 0.2940
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8656 - loss: 0.3486
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.8169 - loss: 0.3970
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9086 - loss: 0.2631
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.8557 - loss: 0.3271
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.8722 - loss: 0.3641
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.8784 - loss: 0.3107
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.8560 - loss: 0.3504
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8274 - loss: 0.3851  
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8514 - loss: 0.3166  
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8692 - loss: 0.3375
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.8448 - loss: 0.3951
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.8809 - loss: 0.3131
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8733 - loss: 0.2965
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8510 - loss: 0.3437
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.8706 - loss: 0.3326
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8448 - loss: 0.3499
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.8451 - loss: 0.3928
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.8807 - loss: 0.2728
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.8847 - loss: 0.3267
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8806 - loss: 0.3085
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.7945 - loss: 0.4280
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8472 - loss: 0.3924
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8207 - loss: 0.4168
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.9062 - loss: 0.3109
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8786 - loss: 0.2888
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.8647 - loss: 0.3346
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8720 - loss: 0.3134
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8632 - loss: 0.3155
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.8861 - loss: 0.3256
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8867 - loss: 0.2885
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8139 - loss: 0.4149
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8613 - loss: 0.3096
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.8702 - loss: 0.3539
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.8505 - loss: 0.3326
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8439 - loss: 0.3316
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8580 - loss: 0.3894
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8532 - loss: 0.3567
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8571 - loss: 0.2932
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.8459 - loss: 0.3522
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9147 - loss: 0.2719
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8545 - loss: 0.3397
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9157 - loss: 0.2584  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9217 - loss: 0.2821
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8703 - loss: 0.3149
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8380 - loss: 0.3651
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.8909 - loss: 0.3119
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9043 - loss: 0.2784
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8512 - loss: 0.3771
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.8583 - loss: 0.3404
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.8650 - loss: 0.2874
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8488 - loss: 0.3334
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.8036 - loss: 0.4124
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8677 - loss: 0.3278
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.8609 - loss: 0.3017
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8641 - loss: 0.3516
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9052 - loss: 0.2810
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.8676 - loss: 0.2947
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8627 - loss: 0.3337
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8778 - loss: 0.3500  
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8538 - loss: 0.3358
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8492 - loss: 0.3541
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8315 - loss: 0.4207 
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8642 - loss: 0.3046
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8971 - loss: 0.3029  
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8805 - loss: 0.3080
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.9090 - loss: 0.3016
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 780us/step - accuracy: 0.8324 - loss: 0.3388
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8569 - loss: 0.3351
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8838 - loss: 0.2746
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.8795 - loss: 0.3109
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8419 - loss: 0.3890
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8710 - loss: 0.3519
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.8524 - loss: 0.3278
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9475 - loss: 0.2101
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9031 - loss: 0.2914
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8793 - loss: 0.2956  
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7842 - loss: 0.4311
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9031 - loss: 0.2457
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.8087 - loss: 0.4369
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8432 - loss: 0.3537
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8487 - loss: 0.3460
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8837 - loss: 0.3085
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7926 - loss: 0.4194   
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.8658 - loss: 0.3380
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8763 - loss: 0.2982
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8961 - loss: 0.2794
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8528 - loss: 0.3169
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8658 - loss: 0.3268
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8271 - loss: 0.4261
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8578 - loss: 0.3612  
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8309 - loss: 0.3340
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.8815 - loss: 0.3046
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.8820 - loss: 0.2946
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8716 - loss: 0.3445
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8740 - loss: 0.3563
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8942 - loss: 0.2970
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8751 - loss: 0.3041
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8445 - loss: 0.3451
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8711 - loss: 0.3311
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8357 - loss: 0.3276  
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.8655 - loss: 0.3344
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8347 - loss: 0.3561
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8937 - loss: 0.3067
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8862 - loss: 0.2765
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8822 - loss: 0.2863
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8752 - loss: 0.2902
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 746us/step - accuracy: 0.8733 - loss: 0.3122
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9008 - loss: 0.2649  
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.8436 - loss: 0.3341
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8652 - loss: 0.3373
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.8906 - loss: 0.2608
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8867 - loss: 0.3569
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.8314 - loss: 0.3228
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.8714 - loss: 0.3214
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.8828 - loss: 0.3062
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8593 - loss: 0.3646
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.9163 - loss: 0.2598
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8472 - loss: 0.3633  
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8922 - loss: 0.3055
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8488 - loss: 0.3469  
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8583 - loss: 0.3341
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8739 - loss: 0.3753
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.8789 - loss: 0.3154
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8490 - loss: 0.3613
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.8338 - loss: 0.3795
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.8322 - loss: 0.3815
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.8504 - loss: 0.3445 
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9019 - loss: 0.3073
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8921 - loss: 0.2933
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8517 - loss: 0.3368
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.8957 - loss: 0.2800
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8725 - loss: 0.3421
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9004 - loss: 0.2682
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8497 - loss: 0.3473
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8479 - loss: 0.3379  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8900 - loss: 0.3191
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.8830 - loss: 0.2870
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.8583 - loss: 0.3920
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8973 - loss: 0.2790
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.8757 - loss: 0.3416
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.8619 - loss: 0.3686
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8283 - loss: 0.3911
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - accuracy: 0.8685 - loss: 0.3459
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8415 - loss: 0.3530
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8626 - loss: 0.3455
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9085 - loss: 0.2827
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9401 - loss: 0.2202
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8373 - loss: 0.3093
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8438 - loss: 0.3851
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8852 - loss: 0.2783
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8907 - loss: 0.2805
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.8243 - loss: 0.4122
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8444 - loss: 0.3788
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.8673 - loss: 0.3463
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.8667 - loss: 0.3155
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.8767 - loss: 0.3221
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8719 - loss: 0.3137
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8342 - loss: 0.3875
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.9003 - loss: 0.3147
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8719 - loss: 0.2952
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8895 - loss: 0.3113
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8469 - loss: 0.3627
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.8510 - loss: 0.3336
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.8828 - loss: 0.3046
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9061 - loss: 0.2646
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8591 - loss: 0.3255
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8864 - loss: 0.2736
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8678 - loss: 0.3181
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.8775 - loss: 0.3172
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8913 - loss: 0.3327
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.8661 - loss: 0.2822
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8311 - loss: 0.3930   
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8874 - loss: 0.3387  
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8698 - loss: 0.2965
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8414 - loss: 0.3567  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.8731 - loss: 0.3258
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8695 - loss: 0.3184
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - accuracy: 0.8123 - loss: 0.4068
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8595 - loss: 0.3171
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8502 - loss: 0.4096
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.9056 - loss: 0.2699
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8657 - loss: 0.3502
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8049 - loss: 0.4311
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8765 - loss: 0.3165
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - accuracy: 0.8794 - loss: 0.2875
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8670 - loss: 0.3372
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.8775 - loss: 0.3048
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.8566 - loss: 0.3686
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.8664 - loss: 0.3429
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8774 - loss: 0.3181
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8465 - loss: 0.3773
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9055 - loss: 0.2850
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.8429 - loss: 0.3383
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8843 - loss: 0.3040
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.8753 - loss: 0.3179
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8949 - loss: 0.2710
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8686 - loss: 0.2939
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.8677 - loss: 0.3217
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8921 - loss: 0.2800
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.8649 - loss: 0.3649
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8921 - loss: 0.3505  
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8895 - loss: 0.3347
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8981 - loss: 0.2911
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.8780 - loss: 0.2989
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9034 - loss: 0.2757
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8489 - loss: 0.3395
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8753 - loss: 0.3239
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.8659 - loss: 0.3133
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8644 - loss: 0.3260
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8882 - loss: 0.2679
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9195 - loss: 0.2562  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.8832 - loss: 0.2963
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8586 - loss: 0.3061
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.9241 - loss: 0.2424
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8873 - loss: 0.2689
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8702 - loss: 0.3675
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8716 - loss: 0.3115
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8276 - loss: 0.3475
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.8791 - loss: 0.2888
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8417 - loss: 0.3917
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8834 - loss: 0.3034
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9297 - loss: 0.2586
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.8803 - loss: 0.3137
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8966 - loss: 0.3037
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8947 - loss: 0.2893
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8743 - loss: 0.2990
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.8810 - loss: 0.2877
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8671 - loss: 0.3073
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - accuracy: 0.8185 - loss: 0.3839
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8986 - loss: 0.2937
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8641 - loss: 0.3257
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8503 - loss: 0.3392
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8977 - loss: 0.2750
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8401 - loss: 0.3961
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8912 - loss: 0.2676
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8091 - loss: 0.3756
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.8660 - loss: 0.3439
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8600 - loss: 0.3391
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.8225 - loss: 0.3417
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.8692 - loss: 0.3310
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8727 - loss: 0.3515
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8913 - loss: 0.2714
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.8749 - loss: 0.3251
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8904 - loss: 0.2822
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.8614 - loss: 0.3643
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8686 - loss: 0.3156
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8483 - loss: 0.3313
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8348 - loss: 0.3871
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9158 - loss: 0.2719
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9308 - loss: 0.2434
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8330 - loss: 0.3366  
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8339 - loss: 0.3474
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8648 - loss: 0.3362  
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8739 - loss: 0.3230  
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8399 - loss: 0.3862
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9083 - loss: 0.2574
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8755 - loss: 0.3166
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.9043 - loss: 0.2897
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.8742 - loss: 0.3525
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.8463 - loss: 0.3299
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8807 - loss: 0.3287
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.9141 - loss: 0.2978
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.8586 - loss: 0.3391
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8897 - loss: 0.3048
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - accuracy: 0.9124 - loss: 0.2908
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.8690 - loss: 0.3259
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8836 - loss: 0.3420
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8611 - loss: 0.3609
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8889 - loss: 0.3270
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - accuracy: 0.9077 - loss: 0.2816
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8916 - loss: 0.2841
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8438 - loss: 0.3021
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.9089 - loss: 0.3000
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9055 - loss: 0.2937
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.8661 - loss: 0.2932
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 0s/step - accuracy: 0.8716 - loss: 0.3233   
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.4612 - loss: 0.6959 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6399 - loss: 0.6773   
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7016 - loss: 0.6528
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - accuracy: 0.6233 - loss: 0.6510 
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.6544 - loss: 0.6297
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.7387 - loss: 0.5940
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - accuracy: 0.7207 - loss: 0.5751
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.8422 - loss: 0.5077
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.8477 - loss: 0.4680
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.8473 - loss: 0.4737
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8563 - loss: 0.3850
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.8549 - loss: 0.3902
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8539 - loss: 0.3641
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8724 - loss: 0.3077
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8970 - loss: 0.2932
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8719 - loss: 0.3151
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8701 - loss: 0.3008
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.8619 - loss: 0.2933
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8953 - loss: 0.3128
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.8675 - loss: 0.2939
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8898 - loss: 0.3244
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9120 - loss: 0.2202
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8761 - loss: 0.3134
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8865 - loss: 0.2953
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.8865 - loss: 0.2882
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8490 - loss: 0.3560 
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8748 - loss: 0.3121
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8740 - loss: 0.2878  
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8825 - loss: 0.3084
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9038 - loss: 0.2510
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.8478 - loss: 0.3796
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8526 - loss: 0.2865
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.8704 - loss: 0.3291
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9028 - loss: 0.2445
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.8378 - loss: 0.3075
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.9139 - loss: 0.2316
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.8711 - loss: 0.2887
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8635 - loss: 0.3324 
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9225 - loss: 0.2189
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.9121 - loss: 0.2291
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.8744 - loss: 0.2676
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.8832 - loss: 0.3132
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8556 - loss: 0.3404
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9039 - loss: 0.2623
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8858 - loss: 0.2744
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.8766 - loss: 0.2858
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8870 - loss: 0.2821
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - accuracy: 0.8714 - loss: 0.2697
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8908 - loss: 0.2747
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8782 - loss: 0.2903  
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.8874 - loss: 0.2855
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9379 - loss: 0.1700
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9062 - loss: 0.2863
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9153 - loss: 0.2254
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9129 - loss: 0.2340
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9391 - loss: 0.1973
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.8884 - loss: 0.2324
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8830 - loss: 0.2476
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8978 - loss: 0.2488
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8937 - loss: 0.2692
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9247 - loss: 0.1996
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.9074 - loss: 0.2099
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.8565 - loss: 0.2796
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8150 - loss: 0.3115
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8547 - loss: 0.3138  
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8460 - loss: 0.2725
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9334 - loss: 0.1962
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8904 - loss: 0.2638
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8947 - loss: 0.2420  
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.8485 - loss: 0.3096
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9071 - loss: 0.2311
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8910 - loss: 0.2326
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.8718 - loss: 0.3071
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.9406 - loss: 0.1802
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8777 - loss: 0.2927
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8702 - loss: 0.2595
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8682 - loss: 0.2814
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.8832 - loss: 0.2305
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.9297 - loss: 0.1909
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9134 - loss: 0.2087
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9208 - loss: 0.1648
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8832 - loss: 0.2682
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.2665
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9110 - loss: 0.2083
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8942 - loss: 0.1993  
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.8917 - loss: 0.2545
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.8799 - loss: 0.2569
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9229 - loss: 0.2195
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8904 - loss: 0.2474
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9054 - loss: 0.2450
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8907 - loss: 0.2102  
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9036 - loss: 0.2458
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9093 - loss: 0.1828
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9133 - loss: 0.2661
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9006 - loss: 0.2432
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8768 - loss: 0.3071
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9253 - loss: 0.1682
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9207 - loss: 0.2107
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9400 - loss: 0.1756
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9144 - loss: 0.1970
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.8986 - loss: 0.2590
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9061 - loss: 0.2516
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8991 - loss: 0.2155
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.8995 - loss: 0.2641
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8903 - loss: 0.2114
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9072 - loss: 0.2658
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.8933 - loss: 0.2324
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8781 - loss: 0.2579
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8820 - loss: 0.2724
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8937 - loss: 0.2255
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9108 - loss: 0.2093
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9032 - loss: 0.2412  
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.8848 - loss: 0.2116
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8807 - loss: 0.1972
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8835 - loss: 0.2552
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.8685 - loss: 0.2721
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.8481 - loss: 0.2840
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9005 - loss: 0.2663
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9042 - loss: 0.2076
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8897 - loss: 0.2187
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9391 - loss: 0.1852
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8908 - loss: 0.2560
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9429 - loss: 0.1734
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8898 - loss: 0.2883
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9055 - loss: 0.2642
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8745 - loss: 0.2209
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.9078 - loss: 0.2579
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9036 - loss: 0.2194
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8995 - loss: 0.2646
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.9369 - loss: 0.1705
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9142 - loss: 0.2029
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9409 - loss: 0.1560
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8622 - loss: 0.2162  
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - accuracy: 0.9257 - loss: 0.2049
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8803 - loss: 0.2705
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9156 - loss: 0.2156
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.8819 - loss: 0.2184
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.9350 - loss: 0.1650
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8270 - loss: 0.3488
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.8874 - loss: 0.2594
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.8778 - loss: 0.2633
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9076 - loss: 0.1936
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8854 - loss: 0.2319
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9264 - loss: 0.2021
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.8860 - loss: 0.2758
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8828 - loss: 0.2708
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9347 - loss: 0.1868
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8635 - loss: 0.3080
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.8998 - loss: 0.2225
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8780 - loss: 0.2479
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.8859 - loss: 0.2459
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8707 - loss: 0.2789  
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9164 - loss: 0.2549
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.9129 - loss: 0.1899
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.9088 - loss: 0.2247
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.9009 - loss: 0.2370
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8925 - loss: 0.2462
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9176 - loss: 0.1922
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8866 - loss: 0.2528
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.9239 - loss: 0.1963
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9400 - loss: 0.1927
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.8866 - loss: 0.2482
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.8837 - loss: 0.2553
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8857 - loss: 0.2329
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9105 - loss: 0.1961
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9240 - loss: 0.1939
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.9022 - loss: 0.2442
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9258 - loss: 0.2081
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9199 - loss: 0.2086
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9193 - loss: 0.1901
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.9297 - loss: 0.1869
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9288 - loss: 0.2188  
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9328 - loss: 0.1744
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9219 - loss: 0.1993  
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 784us/step - accuracy: 0.8739 - loss: 0.2629
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9391 - loss: 0.2009
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8981 - loss: 0.1975
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9083 - loss: 0.1905
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.8958 - loss: 0.2077
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8838 - loss: 0.2375
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9295 - loss: 0.1636
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9267 - loss: 0.1882
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8954 - loss: 0.2254
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9286 - loss: 0.2037
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9047 - loss: 0.2562
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9280 - loss: 0.1926
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9016 - loss: 0.2174
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9011 - loss: 0.2360
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9391 - loss: 0.1972
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.8809 - loss: 0.2286
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9061 - loss: 0.2145
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9059 - loss: 0.2007
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.8591 - loss: 0.3111
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9036 - loss: 0.1996
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9025 - loss: 0.2331
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.8522 - loss: 0.2835
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.9449 - loss: 0.1951
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9018 - loss: 0.2466
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.8961 - loss: 0.2632
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9040 - loss: 0.1925
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9080 - loss: 0.2595  
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9215 - loss: 0.2123
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9140 - loss: 0.2219  
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9221 - loss: 0.2113
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8767 - loss: 0.2543
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9295 - loss: 0.1723
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8691 - loss: 0.2809
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.9237 - loss: 0.2073
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9143 - loss: 0.2013
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8491 - loss: 0.3054
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9077 - loss: 0.1965
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9047 - loss: 0.1959
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8971 - loss: 0.2587
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9309 - loss: 0.1931
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - accuracy: 0.8886 - loss: 0.2687
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9306 - loss: 0.1960
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8756 - loss: 0.2610
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9038 - loss: 0.2258
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8899 - loss: 0.2281
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9368 - loss: 0.1993  
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.8675 - loss: 0.3414
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.8782 - loss: 0.2488
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9055 - loss: 0.2075
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.9237 - loss: 0.1762
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.8930 - loss: 0.2136
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9206 - loss: 0.2070
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9344 - loss: 0.2100
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.9072 - loss: 0.2433
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9142 - loss: 0.2167
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.2282
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.8718 - loss: 0.2605
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - accuracy: 0.8905 - loss: 0.2152
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8891 - loss: 0.2322
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9055 - loss: 0.2019  
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9009 - loss: 0.2249  
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8945 - loss: 0.2220
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.9123 - loss: 0.2219
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8892 - loss: 0.2684
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9152 - loss: 0.2104
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9162 - loss: 0.1982
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.9185 - loss: 0.2182
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8707 - loss: 0.2700
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9194 - loss: 0.1986
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8769 - loss: 0.2263
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9337 - loss: 0.1512
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9009 - loss: 0.2165  
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9157 - loss: 0.2204
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8496 - loss: 0.2749
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9011 - loss: 0.1989
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.8756 - loss: 0.2342
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9044 - loss: 0.2357
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9075 - loss: 0.2309
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8857 - loss: 0.2406
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8534 - loss: 0.2844
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8842 - loss: 0.2684
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.9182 - loss: 0.1908
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.8769 - loss: 0.2622
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8878 - loss: 0.2407
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8668 - loss: 0.2600
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.9360 - loss: 0.1917
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8999 - loss: 0.1949
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8735 - loss: 0.2399
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8957 - loss: 0.2443
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.8926 - loss: 0.2362
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9001 - loss: 0.2285
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8903 - loss: 0.2291
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8842 - loss: 0.2556
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.9173 - loss: 0.2105
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.9228 - loss: 0.1999
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.2129
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.8573 - loss: 0.3110
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9158 - loss: 0.2071  
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9113 - loss: 0.1593
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9352 - loss: 0.1663  
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.8991 - loss: 0.2031
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9286 - loss: 0.1942
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9238 - loss: 0.1956
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8788 - loss: 0.2600
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.8686 - loss: 0.2783
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8951 - loss: 0.2115
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8850 - loss: 0.2778
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9093 - loss: 0.2112  
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8827 - loss: 0.2395
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 796us/step - accuracy: 0.9209 - loss: 0.1993
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8887 - loss: 0.2451
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.9350 - loss: 0.2045
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.9028 - loss: 0.2070
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8662 - loss: 0.2582
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9104 - loss: 0.2314  
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9212 - loss: 0.2166
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9125 - loss: 0.2219
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 744us/step - accuracy: 0.9552 - loss: 0.1485
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.8541 - loss: 0.3153
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9140 - loss: 0.1722
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.9214 - loss: 0.1767
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.8342 - loss: 0.2656
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8826 - loss: 0.2153
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.9312 - loss: 0.1668
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9171 - loss: 0.1985
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.9394 - loss: 0.1879
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8819 - loss: 0.2616
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 779us/step - accuracy: 0.9063 - loss: 0.1796
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.9102 - loss: 0.2470
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9181 - loss: 0.1989
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - accuracy: 0.9034 - loss: 0.2587
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.8910 - loss: 0.2328
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.9062 - loss: 0.2280
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9421 - loss: 0.1940
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9125 - loss: 0.2324
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - accuracy: 0.9161 - loss: 0.1628
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9596 - loss: 0.1578
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9428 - loss: 0.1699
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8218 - loss: 0.2843
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8766 - loss: 0.2553
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9395 - loss: 0.1946
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9091 - loss: 0.1978
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8586 - loss: 0.2427
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.9232 - loss: 0.1886
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9026 - loss: 0.2144
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9032 - loss: 0.2191  
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 800us/step - accuracy: 0.8980 - loss: 0.2441
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - accuracy: 0.8780 - loss: 0.2507
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8903 - loss: 0.2341  
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.8818 - loss: 0.2083
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8798 - loss: 0.2283
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8763 - loss: 0.2345
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.8728 - loss: 0.2487
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9118 - loss: 0.1959  
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - accuracy: 0.9146 - loss: 0.2032
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8959 - loss: 0.2506
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9078 - loss: 0.2373
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8734 - loss: 0.2533
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.8691 - loss: 0.2769
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9287 - loss: 0.2028
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9169 - loss: 0.2232
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9505 - loss: 0.1663
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9181 - loss: 0.2450
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.9238 - loss: 0.2126
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9157 - loss: 0.2054
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9209 - loss: 0.2217
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 766us/step - accuracy: 0.8965 - loss: 0.2287
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8962 - loss: 0.2167
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8619 - loss: 0.2868   
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - accuracy: 0.8750 - loss: 0.2341
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8749 - loss: 0.2420
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9008 - loss: 0.2225
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.9031 - loss: 0.2032
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.9282 - loss: 0.1942
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8633 - loss: 0.2668  
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.8997 - loss: 0.2737
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9035 - loss: 0.2530
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9262 - loss: 0.2268
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.9247 - loss: 0.2062
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.8844 - loss: 0.2140
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9312 - loss: 0.1964
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8489 - loss: 0.2799
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.9145 - loss: 0.2267
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8489 - loss: 0.2876
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8799 - loss: 0.2504
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.8986 - loss: 0.1883
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9335 - loss: 0.1881
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.9403 - loss: 0.1895
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8974 - loss: 0.2014
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8922 - loss: 0.2355
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8996 - loss: 0.1800
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9267 - loss: 0.1891
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.8929 - loss: 0.2283
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.8967 - loss: 0.2306
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8876 - loss: 0.2268
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.9159 - loss: 0.2225
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9022 - loss: 0.2113
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8927 - loss: 0.2251
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9299 - loss: 0.1939  
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8748 - loss: 0.2559
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.9099 - loss: 0.2290
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9347 - loss: 0.1650
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8812 - loss: 0.2838
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8957 - loss: 0.2247
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.9308 - loss: 0.1718
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.9151 - loss: 0.1874
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8836 - loss: 0.2496
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8999 - loss: 0.2325
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - accuracy: 0.9174 - loss: 0.2035
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8784 - loss: 0.2350
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9167 - loss: 0.2245
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.9211 - loss: 0.1863
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9077 - loss: 0.2042
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9094 - loss: 0.2574  
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.9340 - loss: 0.2045
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8868 - loss: 0.2519
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.9137 - loss: 0.2299
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8750 - loss: 0.3077
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8975 - loss: 0.2493
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8972 - loss: 0.2125
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9002 - loss: 0.2244
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.9116 - loss: 0.1968
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8963 - loss: 0.1823  
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.8665 - loss: 0.2259
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8828 - loss: 0.2461
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8944 - loss: 0.1985
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 202us/step - accuracy: 0.9021 - loss: 0.2389
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5392 - loss: 0.7594 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4671 - loss: 0.7405   
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.4957 - loss: 0.7056
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.4797 - loss: 0.7001 
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4871 - loss: 0.6950
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4870 - loss: 0.6929 
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.4789 - loss: 0.6952
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.4848 - loss: 0.6948 
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5272 - loss: 0.6928  
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5403 - loss: 0.6926  
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5131 - loss: 0.6923
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4758 - loss: 0.6948 
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.4933 - loss: 0.6949
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4549 - loss: 0.6954
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4975 - loss: 0.6941
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4416 - loss: 0.6954   
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.4875 - loss: 0.6949
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4698 - loss: 0.6949   
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4991 - loss: 0.6947
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5204 - loss: 0.6940
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4041 - loss: 0.6982
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.4786 - loss: 0.6951
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5124 - loss: 0.6942
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5118 - loss: 0.6928
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5087 - loss: 0.6937 
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.4673 - loss: 0.6956 
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.5160 - loss: 0.6950
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4153 - loss: 0.6970
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.4851 - loss: 0.6938 
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4994 - loss: 0.6928
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4015 - loss: 0.6941  
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4486 - loss: 0.6975   
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4885 - loss: 0.6941
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5285 - loss: 0.6912  
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5395 - loss: 0.6941 
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.4916 - loss: 0.6962 
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4193 - loss: 0.6975
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5309 - loss: 0.6930
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5189 - loss: 0.6921
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.5290 - loss: 0.6905
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5435 - loss: 0.6923
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4431 - loss: 0.6948
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.5161 - loss: 0.6936 
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.4862 - loss: 0.6952
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5120 - loss: 0.6930   
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.4381 - loss: 0.6935
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.4639 - loss: 0.6927 
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.4493 - loss: 0.6976
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4641 - loss: 0.6936
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5370 - loss: 0.6919
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5315 - loss: 0.6955
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.4433 - loss: 0.6945
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4879 - loss: 0.6945
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4755 - loss: 0.6949   
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4714 - loss: 0.6953
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5808 - loss: 0.6892  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4996 - loss: 0.6931
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.4439 - loss: 0.6955
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.4599 - loss: 0.6919
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5223 - loss: 0.6949
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.5193 - loss: 0.6925
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - accuracy: 0.5444 - loss: 0.6925
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.4627 - loss: 0.6953
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4318 - loss: 0.6975
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5146 - loss: 0.6912
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.5457 - loss: 0.6922
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - accuracy: 0.4904 - loss: 0.6954
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5395 - loss: 0.6947  
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4910 - loss: 0.6935  
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4657 - loss: 0.6957 
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.5066 - loss: 0.6915 
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.4301 - loss: 0.6955
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.4862 - loss: 0.6942
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4856 - loss: 0.6941
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.4307 - loss: 0.6952
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4696 - loss: 0.6939
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.6018 - loss: 0.6907
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4795 - loss: 0.6922
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4693 - loss: 0.6949 
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5155 - loss: 0.6935
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - accuracy: 0.5568 - loss: 0.6937
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.5014 - loss: 0.6929 
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.6029 - loss: 0.6914
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5301 - loss: 0.6894
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4772 - loss: 0.6942
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - accuracy: 0.5195 - loss: 0.6947
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4946 - loss: 0.6918   
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5154 - loss: 0.6932  
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4685 - loss: 0.6907
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.5395 - loss: 0.6909
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4479 - loss: 0.6954   
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3987 - loss: 0.6980
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.4890 - loss: 0.6936
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5547 - loss: 0.6933
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.4925 - loss: 0.6918 
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.4684 - loss: 0.6965
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.5236 - loss: 0.6927
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.5207 - loss: 0.6945
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4283 - loss: 0.6922
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4864 - loss: 0.6936
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.4375 - loss: 0.6940
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5082 - loss: 0.6943
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5602 - loss: 0.6914
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4315 - loss: 0.6906 
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.5638 - loss: 0.6923
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.5575 - loss: 0.6921
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.4364 - loss: 0.6943
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.5418 - loss: 0.6923
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3909 - loss: 0.6940
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4601 - loss: 0.6917
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4611 - loss: 0.6923
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.4101 - loss: 0.6951
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6036 - loss: 0.6896
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4625 - loss: 0.6934  
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - accuracy: 0.5486 - loss: 0.6918
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4896 - loss: 0.6939
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4619 - loss: 0.6935
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4540 - loss: 0.6970   
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.5093 - loss: 0.6919
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.5033 - loss: 0.6933 
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5258 - loss: 0.6937
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5493 - loss: 0.6939
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4523 - loss: 0.6944
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6069 - loss: 0.6895
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.5156 - loss: 0.6924
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5844 - loss: 0.6923
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4678 - loss: 0.6932   
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4785 - loss: 0.6946
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.5006 - loss: 0.6948 
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.3896 - loss: 0.6920
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4364 - loss: 0.6915
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4845 - loss: 0.6926
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.4650 - loss: 0.6941 
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5328 - loss: 0.6916
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.4364 - loss: 0.6959 
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5177 - loss: 0.6925
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5070 - loss: 0.6942
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - accuracy: 0.4708 - loss: 0.6947
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3747 - loss: 0.6977   
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4897 - loss: 0.6918
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4462 - loss: 0.6926 
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3801 - loss: 0.6959   
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.5159 - loss: 0.6917
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6527 - loss: 0.6879
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4445 - loss: 0.6910
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4610 - loss: 0.6937
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.5283 - loss: 0.6922
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5840 - loss: 0.6923   
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.5542 - loss: 0.6948
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5623 - loss: 0.6918
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4728 - loss: 0.6964 
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.5249 - loss: 0.6925
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.5828 - loss: 0.6896
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5067 - loss: 0.6921
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4614 - loss: 0.6915
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5203 - loss: 0.6934 
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.5707 - loss: 0.6926 
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5443 - loss: 0.6920  
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5522 - loss: 0.6901
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.5404 - loss: 0.6905
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5873 - loss: 0.6912
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.4091 - loss: 0.6964 
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.5640 - loss: 0.6899
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5941 - loss: 0.6901  
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5267 - loss: 0.6918  
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5503 - loss: 0.6906
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4993 - loss: 0.6921   
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3648 - loss: 0.6955
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.5630 - loss: 0.6891
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5581 - loss: 0.6934  
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4820 - loss: 0.6931 
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4981 - loss: 0.6937   
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6373 - loss: 0.6892
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.5269 - loss: 0.6880
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5412 - loss: 0.6923
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5260 - loss: 0.6892
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4842 - loss: 0.6940
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4048 - loss: 0.6942   
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.6437 - loss: 0.6886
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4566 - loss: 0.6928   
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6118 - loss: 0.6909
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.5638 - loss: 0.6897 
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4544 - loss: 0.6925
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5043 - loss: 0.6942
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4766 - loss: 0.6934
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.5744 - loss: 0.6899
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.6053 - loss: 0.6899
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6589 - loss: 0.6876
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5318 - loss: 0.6910
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4562 - loss: 0.6892
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.5429 - loss: 0.6919
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.5503 - loss: 0.6873
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5205 - loss: 0.6909
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.4452 - loss: 0.6897 
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5080 - loss: 0.6956
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5146 - loss: 0.6931
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6213 - loss: 0.6904
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - accuracy: 0.6847 - loss: 0.6861
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5344 - loss: 0.6908
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4524 - loss: 0.6929 
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.4983 - loss: 0.6911
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.5068 - loss: 0.6938
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6357 - loss: 0.6885   
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5058 - loss: 0.6914
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4666 - loss: 0.6905
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.5477 - loss: 0.6891
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5201 - loss: 0.6939
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.5248 - loss: 0.6883
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.5701 - loss: 0.6897
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6878 - loss: 0.6857
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.5289 - loss: 0.6882
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.6521 - loss: 0.6858
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4403 - loss: 0.6887   
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6106 - loss: 0.6906
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.5564 - loss: 0.6892
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6132 - loss: 0.6914
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5694 - loss: 0.6909
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6093 - loss: 0.6920
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.4595 - loss: 0.6917 
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5814 - loss: 0.6908
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5113 - loss: 0.6912
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.6410 - loss: 0.6898
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4945 - loss: 0.6974
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.5648 - loss: 0.6898
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5590 - loss: 0.6896   
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6072 - loss: 0.6867
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.5354 - loss: 0.6932
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4803 - loss: 0.6848
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4359 - loss: 0.6891
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5651 - loss: 0.6898
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.7303 - loss: 0.6838
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.4053 - loss: 0.6920
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5792 - loss: 0.6871
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5765 - loss: 0.6900   
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5793 - loss: 0.6907   
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5982 - loss: 0.6924
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.5836 - loss: 0.6844
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6622 - loss: 0.6859
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5407 - loss: 0.6878   
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4770 - loss: 0.6920
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5982 - loss: 0.6897
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6641 - loss: 0.6880
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - accuracy: 0.5499 - loss: 0.6893
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.5733 - loss: 0.6891 
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5429 - loss: 0.6907  
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.6022 - loss: 0.6881
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5284 - loss: 0.6906
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5947 - loss: 0.6893
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5725 - loss: 0.6845   
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.5184 - loss: 0.6892
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6208 - loss: 0.6896
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5742 - loss: 0.6898
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.6612 - loss: 0.6792
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.5049 - loss: 0.6896
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5089 - loss: 0.6962   
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5808 - loss: 0.6884
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6124 - loss: 0.6899
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6713 - loss: 0.6851   
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6623 - loss: 0.6855
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6268 - loss: 0.6870
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5635 - loss: 0.6868
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5911 - loss: 0.6850
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5707 - loss: 0.6901  
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5497 - loss: 0.6909  
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6220 - loss: 0.6881
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.5562 - loss: 0.6888
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6516 - loss: 0.6872
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.5893 - loss: 0.6890
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.6305 - loss: 0.6857
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5725 - loss: 0.6808
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.6990 - loss: 0.6808
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.4948 - loss: 0.6935
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6783 - loss: 0.6793
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5535 - loss: 0.6849
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6917 - loss: 0.6800
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.4788 - loss: 0.6874
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.5636 - loss: 0.6950 
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6467 - loss: 0.6795
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6594 - loss: 0.6771
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5595 - loss: 0.6903   
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6266 - loss: 0.6853
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6675 - loss: 0.6845
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6262 - loss: 0.6806
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.6317 - loss: 0.6847
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6430 - loss: 0.6800
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6463 - loss: 0.6780
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6151 - loss: 0.6825
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6285 - loss: 0.6810  
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6167 - loss: 0.6830
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6094 - loss: 0.6805
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.6320 - loss: 0.6831
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5828 - loss: 0.6857
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6515 - loss: 0.6711
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6291 - loss: 0.6822  
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.5367 - loss: 0.6912
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.6806 - loss: 0.6731
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6546 - loss: 0.6797 
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.5437 - loss: 0.6977
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5956 - loss: 0.6728
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6348 - loss: 0.6867
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6987 - loss: 0.6752
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6336 - loss: 0.6802
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.5866 - loss: 0.6895
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6343 - loss: 0.6754
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5855 - loss: 0.6819
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6029 - loss: 0.6811
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7019 - loss: 0.6709
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.6257 - loss: 0.6837
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5984 - loss: 0.6806
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6122 - loss: 0.6806
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.6913 - loss: 0.6678
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.6421 - loss: 0.6723
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6176 - loss: 0.6779  
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.6007 - loss: 0.6864 
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6514 - loss: 0.6705
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.6661 - loss: 0.6732
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.4635 - loss: 0.6869 
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7603 - loss: 0.6631
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.6192 - loss: 0.6682
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6106 - loss: 0.6811 
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.7284 - loss: 0.6673
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5438 - loss: 0.6901 
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6367 - loss: 0.6816
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4976 - loss: 0.6932
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6382 - loss: 0.6688  
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6231 - loss: 0.6791
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5938 - loss: 0.6741
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6090 - loss: 0.6683
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6273 - loss: 0.6827   
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.5446 - loss: 0.6906 
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.6656 - loss: 0.6763
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6433 - loss: 0.6630
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.6665 - loss: 0.6665
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.5832 - loss: 0.6823
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.5908 - loss: 0.6843 
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6590 - loss: 0.6678  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6786 - loss: 0.6543
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6111 - loss: 0.6705
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6335 - loss: 0.6778
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.6356 - loss: 0.6606
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.6856 - loss: 0.6572
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6534 - loss: 0.6751
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5913 - loss: 0.6774  
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - accuracy: 0.6138 - loss: 0.6783
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6253 - loss: 0.6866
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7137 - loss: 0.6477
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6381 - loss: 0.6700
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.6282 - loss: 0.6742
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - accuracy: 0.6649 - loss: 0.6475 
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6364 - loss: 0.6692
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.5628 - loss: 0.6724
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6775 - loss: 0.6520
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.7165 - loss: 0.6466
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6531 - loss: 0.6638
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.6171 - loss: 0.6715
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.5963 - loss: 0.6645
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6792 - loss: 0.6529
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6885 - loss: 0.6423
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5808 - loss: 0.6743
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - accuracy: 0.6112 - loss: 0.6613
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.6289 - loss: 0.6699
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6902 - loss: 0.6451  
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6325 - loss: 0.6678 
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.6546 - loss: 0.6625
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.6137 - loss: 0.6419
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6802 - loss: 0.6515
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7694 - loss: 0.6168
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5892 - loss: 0.6588
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - accuracy: 0.6444 - loss: 0.6480 
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.7043 - loss: 0.6327
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6679 - loss: 0.6578
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7091 - loss: 0.6229
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.6768 - loss: 0.6359
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.7053 - loss: 0.6433 
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6510 - loss: 0.6363
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7592 - loss: 0.6040
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.7174 - loss: 0.6155
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.6532 - loss: 0.6455
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5534 - loss: 0.6917   
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7578 - loss: 0.5991
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7185 - loss: 0.6312
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6988 - loss: 0.6144
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.7234 - loss: 0.6167
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5664 - loss: 0.6497   
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6052 - loss: 0.6513
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.6238 - loss: 0.6567
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.6854 - loss: 0.6278
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6950 - loss: 0.6265
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6598 - loss: 0.6285
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.6428 - loss: 0.6216
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.7194 - loss: 0.6102
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6614 - loss: 0.6380
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7201 - loss: 0.5986
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7238 - loss: 0.6089
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6395 - loss: 0.6233   
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - accuracy: 0.7527 - loss: 0.6064
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6774 - loss: 0.6223
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7271 - loss: 0.5967  
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.7221 - loss: 0.5936
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.6300 - loss: 0.6408
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8316 - loss: 0.5639  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.5721 - loss: 0.6935
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4316 - loss: 0.6946   
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5358 - loss: 0.6928
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4874 - loss: 0.6937
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5410 - loss: 0.6926
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.4694 - loss: 0.6943
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6114 - loss: 0.6917
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4261 - loss: 0.6940   
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4948 - loss: 0.6927
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5232 - loss: 0.6921 
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.4963 - loss: 0.6927
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5665 - loss: 0.6923
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5380 - loss: 0.6921
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5003 - loss: 0.6919
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.4928 - loss: 0.6925
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5063 - loss: 0.6936
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5573 - loss: 0.6922
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5840 - loss: 0.6907
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5315 - loss: 0.6894  
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.5592 - loss: 0.6877
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5761 - loss: 0.6874
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5954 - loss: 0.6883
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5826 - loss: 0.6891
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6524 - loss: 0.6859  
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5772 - loss: 0.6881
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.5308 - loss: 0.6856
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.6238 - loss: 0.6879
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6653 - loss: 0.6847  
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5255 - loss: 0.6848
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.5720 - loss: 0.6848
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.7049 - loss: 0.6806
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6825 - loss: 0.6816
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6334 - loss: 0.6837
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.5602 - loss: 0.6830
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.6905 - loss: 0.6787
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6049 - loss: 0.6773
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6547 - loss: 0.6799
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7122 - loss: 0.6722
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5741 - loss: 0.6768  
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6752 - loss: 0.6749  
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.7256 - loss: 0.6700
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6191 - loss: 0.6809
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6536 - loss: 0.6759
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6227 - loss: 0.6724
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6633 - loss: 0.6662
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7561 - loss: 0.6534
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.7250 - loss: 0.6603
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6030 - loss: 0.6644
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6555 - loss: 0.6620
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6377 - loss: 0.6619
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6187 - loss: 0.6633
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6681 - loss: 0.6580
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7110 - loss: 0.6452
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6618 - loss: 0.6431
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7494 - loss: 0.6303
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7265 - loss: 0.6355
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6630 - loss: 0.6422
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6827 - loss: 0.6294
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7354 - loss: 0.6217
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7802 - loss: 0.6088
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8291 - loss: 0.6134
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8087 - loss: 0.6155
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7857 - loss: 0.5961
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - accuracy: 0.8403 - loss: 0.5962
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8968 - loss: 0.5609
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.8698 - loss: 0.5785
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8812 - loss: 0.5622
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8617 - loss: 0.5606
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8382 - loss: 0.5391
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8925 - loss: 0.5011
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8484 - loss: 0.5103
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.9237 - loss: 0.4591
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8094 - loss: 0.5053
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8800 - loss: 0.4544
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8518 - loss: 0.4853
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8318 - loss: 0.4597
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - accuracy: 0.8524 - loss: 0.4614 
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.8755 - loss: 0.4241
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8226 - loss: 0.4759
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.8443 - loss: 0.4598
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8554 - loss: 0.4133
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8884 - loss: 0.3748
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.8517 - loss: 0.4047
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8896 - loss: 0.3840
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8650 - loss: 0.4032
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7601 - loss: 0.4984   
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8504 - loss: 0.4262
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9221 - loss: 0.3394
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 790us/step - accuracy: 0.7815 - loss: 0.4632
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8764 - loss: 0.3879
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8436 - loss: 0.3923
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8090 - loss: 0.4685
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8745 - loss: 0.3619
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - accuracy: 0.8547 - loss: 0.3891
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.8486 - loss: 0.4044
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8284 - loss: 0.3967
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8611 - loss: 0.3879
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.7985 - loss: 0.4455
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9072 - loss: 0.3074
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8479 - loss: 0.3887
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8402 - loss: 0.3730
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.3599
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8956 - loss: 0.2980
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8794 - loss: 0.3522
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8305 - loss: 0.4168
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.8462 - loss: 0.3634
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8558 - loss: 0.3531
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8619 - loss: 0.3714
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9010 - loss: 0.2971
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8389 - loss: 0.4011
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8697 - loss: 0.3845
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8510 - loss: 0.3632
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8663 - loss: 0.3872
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8588 - loss: 0.3814
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8250 - loss: 0.4336
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9391 - loss: 0.2245
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8839 - loss: 0.3342  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8390 - loss: 0.3956
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.8318 - loss: 0.4002 
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7959 - loss: 0.4432
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8458 - loss: 0.3795
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.8354 - loss: 0.3862
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8542 - loss: 0.3998
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8782 - loss: 0.3628
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9050 - loss: 0.2989
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8007 - loss: 0.4792
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8852 - loss: 0.3150
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8470 - loss: 0.3642
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8843 - loss: 0.3086
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.8548 - loss: 0.3627
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8657 - loss: 0.3585
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8771 - loss: 0.3165
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8524 - loss: 0.3552
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8502 - loss: 0.4063 
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8481 - loss: 0.3648
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8217 - loss: 0.4064
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8406 - loss: 0.3578
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8359 - loss: 0.3973
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8270 - loss: 0.4137
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8964 - loss: 0.3151
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8372 - loss: 0.3988
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8641 - loss: 0.3630
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8449 - loss: 0.3946  
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8592 - loss: 0.3624
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.8726 - loss: 0.3473
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.8713 - loss: 0.3490
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8558 - loss: 0.3914
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8560 - loss: 0.3898
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - accuracy: 0.7506 - loss: 0.5436 
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9103 - loss: 0.2878
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3628
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8586 - loss: 0.3630
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.9230 - loss: 0.2725
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8425 - loss: 0.3943
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8493 - loss: 0.3382
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8763 - loss: 0.3502
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.8857 - loss: 0.3280
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8789 - loss: 0.3234
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8742 - loss: 0.3497
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8555 - loss: 0.3599
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8888 - loss: 0.3233
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8423 - loss: 0.3651
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8745 - loss: 0.3116
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8667 - loss: 0.3342
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9011 - loss: 0.2953
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.8723 - loss: 0.3468
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8625 - loss: 0.3534
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8425 - loss: 0.3919
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9156 - loss: 0.2725
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9285 - loss: 0.2632
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.9090 - loss: 0.3070
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8526 - loss: 0.3480
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.7998 - loss: 0.4548
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.8173 - loss: 0.4017
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8575 - loss: 0.3906
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.8626 - loss: 0.3108
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8412 - loss: 0.4087
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - accuracy: 0.8604 - loss: 0.3562
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - accuracy: 0.8625 - loss: 0.3423
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.8187 - loss: 0.4304
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8817 - loss: 0.3478
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8692 - loss: 0.3243
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9339 - loss: 0.2500
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.8433 - loss: 0.4100
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8647 - loss: 0.3427  
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8887 - loss: 0.3042
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8648 - loss: 0.3450
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8963 - loss: 0.3453
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8934 - loss: 0.3302
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8829 - loss: 0.3484
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8971 - loss: 0.2973
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.8619 - loss: 0.3429
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7777 - loss: 0.4629
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8540 - loss: 0.3650
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8454 - loss: 0.3605
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.8277 - loss: 0.3976
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.9032 - loss: 0.3091
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - accuracy: 0.9142 - loss: 0.2774
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8491 - loss: 0.3251
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9067 - loss: 0.3035
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8661 - loss: 0.3602
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8646 - loss: 0.3616
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8968 - loss: 0.2869
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.8390 - loss: 0.3801
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9252 - loss: 0.2556
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8529 - loss: 0.4010
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8513 - loss: 0.3816
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.8935 - loss: 0.3217
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8221 - loss: 0.4246
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - accuracy: 0.8520 - loss: 0.3476
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.8684 - loss: 0.3425
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8927 - loss: 0.3326
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8932 - loss: 0.3164
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9167 - loss: 0.2779
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8615 - loss: 0.3419
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8919 - loss: 0.3200
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.9209 - loss: 0.2647
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8431 - loss: 0.3702
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8741 - loss: 0.3040
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8562 - loss: 0.3522
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.8711 - loss: 0.3534
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8986 - loss: 0.2883
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8640 - loss: 0.3643
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.8891 - loss: 0.3482
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8777 - loss: 0.2913
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.8756 - loss: 0.3375
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8722 - loss: 0.3258
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9026 - loss: 0.2967
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8354 - loss: 0.3845
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8346 - loss: 0.4203
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8944 - loss: 0.3210
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8842 - loss: 0.2840
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8788 - loss: 0.3383
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8984 - loss: 0.3039
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8455 - loss: 0.3845
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8373 - loss: 0.4141
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8480 - loss: 0.4010
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9176 - loss: 0.2827
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8195 - loss: 0.3807 
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3312
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8374 - loss: 0.3756
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8722 - loss: 0.3560
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8643 - loss: 0.3239
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8875 - loss: 0.3289
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8804 - loss: 0.3144
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8630 - loss: 0.3434
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.8767 - loss: 0.3082
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8788 - loss: 0.3278
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8416 - loss: 0.4054
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8901 - loss: 0.3251
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - accuracy: 0.8617 - loss: 0.3413
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9152 - loss: 0.2773
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8919 - loss: 0.2923
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8700 - loss: 0.3309
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8829 - loss: 0.3216
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8804 - loss: 0.3443
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8213 - loss: 0.4079
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8992 - loss: 0.3158
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.8960 - loss: 0.3324
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8631 - loss: 0.3421
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8430 - loss: 0.3711   
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8932 - loss: 0.2993
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8895 - loss: 0.2861
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8507 - loss: 0.3639
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8714 - loss: 0.3148
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8838 - loss: 0.3317
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.8664 - loss: 0.3630
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9110 - loss: 0.2865
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8823 - loss: 0.3254
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8880 - loss: 0.3133
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.8679 - loss: 0.3245
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8317 - loss: 0.4386
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8797 - loss: 0.3277
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9023 - loss: 0.2948
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.8485 - loss: 0.4100
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.8811 - loss: 0.3312
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8465 - loss: 0.3773
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8984 - loss: 0.3175
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.8384 - loss: 0.3880
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3672
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8863 - loss: 0.3416
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8695 - loss: 0.3248
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8658 - loss: 0.3508  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8689 - loss: 0.3570  
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8740 - loss: 0.3272
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8949 - loss: 0.3520
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8748 - loss: 0.3396
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8933 - loss: 0.2767
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8946 - loss: 0.2906
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8747 - loss: 0.3614
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8477 - loss: 0.3772
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9281 - loss: 0.2655
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8922 - loss: 0.3355
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8844 - loss: 0.2980
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8640 - loss: 0.3060
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8754 - loss: 0.3105
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9124 - loss: 0.2715
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8673 - loss: 0.3638  
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8751 - loss: 0.3383
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8977 - loss: 0.3020  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8590 - loss: 0.3589
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8958 - loss: 0.2934
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8545 - loss: 0.3300
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8432 - loss: 0.4081
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8869 - loss: 0.2989  
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8655 - loss: 0.3723
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8828 - loss: 0.3432
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8497 - loss: 0.3546
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8887 - loss: 0.3377
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8849 - loss: 0.2818
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8774 - loss: 0.2999
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8581 - loss: 0.3363
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8782 - loss: 0.3139
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8316 - loss: 0.3975
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8870 - loss: 0.3024
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8509 - loss: 0.3851
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8648 - loss: 0.3263
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.8028 - loss: 0.4203
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - accuracy: 0.8386 - loss: 0.3609
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9095 - loss: 0.2749
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9149 - loss: 0.2650
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9106 - loss: 0.2932
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.8729 - loss: 0.3349
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8528 - loss: 0.3615
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.8645 - loss: 0.3120
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8606 - loss: 0.3663
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8567 - loss: 0.3329
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8788 - loss: 0.3505
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.8481 - loss: 0.3677
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8830 - loss: 0.3239
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.8855 - loss: 0.3034
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8904 - loss: 0.3202
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8814 - loss: 0.3233
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8901 - loss: 0.2877
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - accuracy: 0.8292 - loss: 0.4118
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8490 - loss: 0.3201
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.8811 - loss: 0.3365
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8790 - loss: 0.3140
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8736 - loss: 0.3015
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8453 - loss: 0.4138
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.8682 - loss: 0.3451
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8661 - loss: 0.2955
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8463 - loss: 0.3581
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8674 - loss: 0.3143
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8764 - loss: 0.3158
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8525 - loss: 0.3549
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - accuracy: 0.8441 - loss: 0.3825
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8851 - loss: 0.3268
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.9123 - loss: 0.2827
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8415 - loss: 0.3702
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9029 - loss: 0.2919  
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - accuracy: 0.8595 - loss: 0.3346
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.8873 - loss: 0.3186
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8860 - loss: 0.3139
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.8796 - loss: 0.3479
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.8699 - loss: 0.3280
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8989 - loss: 0.2742
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8779 - loss: 0.2984
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8725 - loss: 0.3276
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.8839 - loss: 0.3576
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8309 - loss: 0.4485 
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8780 - loss: 0.3032
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.8585 - loss: 0.3273
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - accuracy: 0.9055 - loss: 0.2567
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8476 - loss: 0.3926
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8613 - loss: 0.3107
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.8448 - loss: 0.3408
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.8446 - loss: 0.3859 
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8665 - loss: 0.3187
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8494 - loss: 0.3626
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8890 - loss: 0.2904
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8825 - loss: 0.3158
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8571 - loss: 0.3378
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.8946 - loss: 0.2862
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.9103 - loss: 0.2730
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8238 - loss: 0.3989
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - accuracy: 0.8588 - loss: 0.3103
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - accuracy: 0.8637 - loss: 0.3696
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.8781 - loss: 0.3420
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8982 - loss: 0.2853
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - accuracy: 0.8576 - loss: 0.3175
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.8651 - loss: 0.3346
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.8642 - loss: 0.3371
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8592 - loss: 0.3418
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8847 - loss: 0.2755  
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8655 - loss: 0.3251  
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8488 - loss: 0.3692
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8705 - loss: 0.3589
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.8848 - loss: 0.2804
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.8604 - loss: 0.3399
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9135 - loss: 0.2742
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8303 - loss: 0.3777
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9041 - loss: 0.2867
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9006 - loss: 0.2768
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.8882 - loss: 0.2989
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8727 - loss: 0.3060
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9135 - loss: 0.2741
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8923 - loss: 0.3019
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9156 - loss: 0.2444
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8931 - loss: 0.3304
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8750 - loss: 0.3050  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.5333 - loss: 0.6928     
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4569 - loss: 0.6939
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4984 - loss: 0.6937
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4248 - loss: 0.6939 
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.4160 - loss: 0.6940
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4664 - loss: 0.6939
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.4512 - loss: 0.6938
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.5450 - loss: 0.6934
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4686 - loss: 0.6939
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3874 - loss: 0.6941   
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3981 - loss: 0.6941   
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4357 - loss: 0.6941   
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5307 - loss: 0.6919
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4939 - loss: 0.6939
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5212 - loss: 0.6939
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5087 - loss: 0.6935
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4772 - loss: 0.6935
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5092 - loss: 0.6937
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3916 - loss: 0.6941
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4904 - loss: 0.6941
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3801 - loss: 0.6942  
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3496 - loss: 0.6943 
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.5392 - loss: 0.6935
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4394 - loss: 0.6938
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4159 - loss: 0.6940
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5726 - loss: 0.6925
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4330 - loss: 0.6942
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.4625 - loss: 0.6939
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4383 - loss: 0.6943
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5492 - loss: 0.6934
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4389 - loss: 0.6937
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - accuracy: 0.4785 - loss: 0.6937
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.4887 - loss: 0.6938
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4157 - loss: 0.6942
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3890 - loss: 0.6941 
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5499 - loss: 0.6937
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4551 - loss: 0.6941
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5437 - loss: 0.6935
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5274 - loss: 0.6927
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4883 - loss: 0.6944   
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4015 - loss: 0.6940   
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4658 - loss: 0.6940
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4835 - loss: 0.6941
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5806 - loss: 0.6917
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5481 - loss: 0.6932
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4429 - loss: 0.6941
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4645 - loss: 0.6940
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3854 - loss: 0.6940   
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4988 - loss: 0.6939   
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4409 - loss: 0.6940   
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4883 - loss: 0.6940
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4345 - loss: 0.6943   
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4933 - loss: 0.6940   
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4784 - loss: 0.6939
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5479 - loss: 0.6930
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4816 - loss: 0.6939
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4063 - loss: 0.6940
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4757 - loss: 0.6936
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4447 - loss: 0.6942
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5134 - loss: 0.6941
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5738 - loss: 0.6933
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4658 - loss: 0.6942   
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4391 - loss: 0.6942
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.4325 - loss: 0.6940
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5261 - loss: 0.6928 
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4088 - loss: 0.6940 
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4912 - loss: 0.6937
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - accuracy: 0.4751 - loss: 0.6940
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4520 - loss: 0.6943   
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4636 - loss: 0.6938
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4541 - loss: 0.6937 
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4793 - loss: 0.6937
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.4316 - loss: 0.6940
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4818 - loss: 0.6937
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5178 - loss: 0.6939
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5539 - loss: 0.6926
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.4366 - loss: 0.6942
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - accuracy: 0.4463 - loss: 0.6941 
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.4428 - loss: 0.6940
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4618 - loss: 0.6941
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4496 - loss: 0.6943   
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.4476 - loss: 0.6942
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5059 - loss: 0.6939
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4591 - loss: 0.6939
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5120 - loss: 0.6935
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.4979 - loss: 0.6940
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4597 - loss: 0.6939
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5337 - loss: 0.6932
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - accuracy: 0.4147 - loss: 0.6939 
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4938 - loss: 0.6933
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5161 - loss: 0.6934
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4401 - loss: 0.6941
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4041 - loss: 0.6941
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4639 - loss: 0.6938
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4705 - loss: 0.6943 
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5117 - loss: 0.6938
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4925 - loss: 0.6937
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4528 - loss: 0.6939
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4885 - loss: 0.6937
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.4707 - loss: 0.6938
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.5149 - loss: 0.6938
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5016 - loss: 0.6940   
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - accuracy: 0.4517 - loss: 0.6942 
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5363 - loss: 0.6939
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5432 - loss: 0.6938
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4765 - loss: 0.6940
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4329 - loss: 0.6939
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5294 - loss: 0.6935
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4475 - loss: 0.6937
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4934 - loss: 0.6935
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5664 - loss: 0.6930
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5317 - loss: 0.6936
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4535 - loss: 0.6941
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4802 - loss: 0.6938
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4972 - loss: 0.6933 
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4182 - loss: 0.6939   
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4867 - loss: 0.6933
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5417 - loss: 0.6935
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.5123 - loss: 0.6936
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4622 - loss: 0.6937
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4762 - loss: 0.6939  
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5269 - loss: 0.6939
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4756 - loss: 0.6938  
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4848 - loss: 0.6938
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4322 - loss: 0.6940 
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5333 - loss: 0.6928   
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4797 - loss: 0.6942   
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5237 - loss: 0.6934
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5005 - loss: 0.6938  
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4371 - loss: 0.6940
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.5227 - loss: 0.6929
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4509 - loss: 0.6938
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5204 - loss: 0.6931
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4270 - loss: 0.6941
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.4295 - loss: 0.6938 
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5835 - loss: 0.6921
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4763 - loss: 0.6938
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5449 - loss: 0.6938
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5010 - loss: 0.6940
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4631 - loss: 0.6937 
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.4706 - loss: 0.6936
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5136 - loss: 0.6940
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.5276 - loss: 0.6934
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5228 - loss: 0.6937
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4866 - loss: 0.6935
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4273 - loss: 0.6938
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.4166 - loss: 0.6941 
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4578 - loss: 0.6939
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.4761 - loss: 0.6939
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.4254 - loss: 0.6940
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.4322 - loss: 0.6941
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4312 - loss: 0.6941
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5067 - loss: 0.6934
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4560 - loss: 0.6940
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4809 - loss: 0.6940
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.3784 - loss: 0.6943
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5505 - loss: 0.6931
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4503 - loss: 0.6936
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5208 - loss: 0.6939
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5034 - loss: 0.6937
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5430 - loss: 0.6930
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4868 - loss: 0.6939
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4259 - loss: 0.6939
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4977 - loss: 0.6939  
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4882 - loss: 0.6940
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5157 - loss: 0.6938  
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4020 - loss: 0.6940   
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4542 - loss: 0.6940
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5231 - loss: 0.6939
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4262 - loss: 0.6942 
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4408 - loss: 0.6940  
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4485 - loss: 0.6938 
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5072 - loss: 0.6938
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4246 - loss: 0.6938
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5234 - loss: 0.6935
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4603 - loss: 0.6942
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4878 - loss: 0.6937   
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4829 - loss: 0.6938
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4099 - loss: 0.6939
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4876 - loss: 0.6939
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5640 - loss: 0.6926
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4405 - loss: 0.6942   
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - accuracy: 0.5486 - loss: 0.6936
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4753 - loss: 0.6935
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.4323 - loss: 0.6936
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.4160 - loss: 0.6941
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.5241 - loss: 0.6941
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5008 - loss: 0.6939
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.5519 - loss: 0.6932
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.5600 - loss: 0.6931
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5728 - loss: 0.6931
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - accuracy: 0.5028 - loss: 0.6940
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4871 - loss: 0.6935
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5434 - loss: 0.6933
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4877 - loss: 0.6933   
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3976 - loss: 0.6942   
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3800 - loss: 0.6940 
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.4536 - loss: 0.6938 
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3323 - loss: 0.6940 
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5343 - loss: 0.6934
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.3925 - loss: 0.6941
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4656 - loss: 0.6941
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5190 - loss: 0.6937
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.5651 - loss: 0.6932
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5102 - loss: 0.6936
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5034 - loss: 0.6933   
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5711 - loss: 0.6926  
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4608 - loss: 0.6937
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4642 - loss: 0.6941
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4233 - loss: 0.6939
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.5560 - loss: 0.6931
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5373 - loss: 0.6934
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4459 - loss: 0.6942
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5430 - loss: 0.6928  
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4535 - loss: 0.6942
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4121 - loss: 0.6942   
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4540 - loss: 0.6938
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5875 - loss: 0.6918
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5437 - loss: 0.6938
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5318 - loss: 0.6938
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4374 - loss: 0.6941
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5171 - loss: 0.6939
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - accuracy: 0.4658 - loss: 0.6936
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.4636 - loss: 0.6936 
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - accuracy: 0.4362 - loss: 0.6940
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5852 - loss: 0.6931
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.5575 - loss: 0.6930
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.4842 - loss: 0.6938
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - accuracy: 0.3809 - loss: 0.6939 
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4652 - loss: 0.6940
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4774 - loss: 0.6940   
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5061 - loss: 0.6941 
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - accuracy: 0.4875 - loss: 0.6931
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4822 - loss: 0.6940
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - accuracy: 0.4918 - loss: 0.6941
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4350 - loss: 0.6937 
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4929 - loss: 0.6937  
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4903 - loss: 0.6938
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3744 - loss: 0.6942 
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4304 - loss: 0.6943
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4995 - loss: 0.6939
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4536 - loss: 0.6938   
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5286 - loss: 0.6935  
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5329 - loss: 0.6935 
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4962 - loss: 0.6933
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5054 - loss: 0.6938
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4408 - loss: 0.6937
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4878 - loss: 0.6936
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.5015 - loss: 0.6934 
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4969 - loss: 0.6932
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.4314 - loss: 0.6938
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4383 - loss: 0.6940   
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4877 - loss: 0.6925
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4465 - loss: 0.6940   
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4831 - loss: 0.6940   
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4868 - loss: 0.6935
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4336 - loss: 0.6941   
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3809 - loss: 0.6940 
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4327 - loss: 0.6939
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - accuracy: 0.3998 - loss: 0.6940
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.5566 - loss: 0.6918
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.5445 - loss: 0.6932
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.5375 - loss: 0.6928
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.4845 - loss: 0.6940
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5498 - loss: 0.6923
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4763 - loss: 0.6942  
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5186 - loss: 0.6938
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5165 - loss: 0.6936
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4553 - loss: 0.6939
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5540 - loss: 0.6929
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5183 - loss: 0.6935
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5259 - loss: 0.6933
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - accuracy: 0.4782 - loss: 0.6942
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4492 - loss: 0.6937
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.5237 - loss: 0.6939
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.4922 - loss: 0.6939
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - accuracy: 0.5564 - loss: 0.6930
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.4997 - loss: 0.6938 
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - accuracy: 0.4500 - loss: 0.6942
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.5393 - loss: 0.6934
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5000 - loss: 0.6941
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4877 - loss: 0.6941  
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5086 - loss: 0.6935  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4812 - loss: 0.6937   
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5307 - loss: 0.6934
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4900 - loss: 0.6940   
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4910 - loss: 0.6942 
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4453 - loss: 0.6941   
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4806 - loss: 0.6938   
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4345 - loss: 0.6943
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4413 - loss: 0.6941
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5249 - loss: 0.6937   
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4444 - loss: 0.6938   
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4285 - loss: 0.6938
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4809 - loss: 0.6940
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4575 - loss: 0.6937
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4914 - loss: 0.6939
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5254 - loss: 0.6937  
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3552 - loss: 0.6943   
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4542 - loss: 0.6938
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4860 - loss: 0.6940
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4250 - loss: 0.6940 
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.4353 - loss: 0.6940 
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - accuracy: 0.4645 - loss: 0.6937
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4989 - loss: 0.6938
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5155 - loss: 0.6932
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5012 - loss: 0.6940  
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.4399 - loss: 0.6942 
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5680 - loss: 0.6925
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4911 - loss: 0.6939  
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4736 - loss: 0.6937
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4340 - loss: 0.6940
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5096 - loss: 0.6938
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5237 - loss: 0.6933
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5880 - loss: 0.6926
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4174 - loss: 0.6941
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.4043 - loss: 0.6938 
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4869 - loss: 0.6939 
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4459 - loss: 0.6940   
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5070 - loss: 0.6934
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4030 - loss: 0.6940   
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4364 - loss: 0.6938   
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4875 - loss: 0.6937 
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5054 - loss: 0.6935
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.4562 - loss: 0.6937 
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.4666 - loss: 0.6940
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.4524 - loss: 0.6939
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4862 - loss: 0.6936 
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.4523 - loss: 0.6940
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.4576 - loss: 0.6943 
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4709 - loss: 0.6938
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5435 - loss: 0.6932
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4920 - loss: 0.6937
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4228 - loss: 0.6942  
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4674 - loss: 0.6938
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4570 - loss: 0.6939
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4921 - loss: 0.6939  
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4418 - loss: 0.6934 
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5029 - loss: 0.6940
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4842 - loss: 0.6942   
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.4682 - loss: 0.6935 
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5974 - loss: 0.6919
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4440 - loss: 0.6943
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5062 - loss: 0.6935
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5354 - loss: 0.6936
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4914 - loss: 0.6939
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4158 - loss: 0.6942   
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4898 - loss: 0.6930
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5046 - loss: 0.6937
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4345 - loss: 0.6938
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - accuracy: 0.4797 - loss: 0.6939
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4167 - loss: 0.6941
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4733 - loss: 0.6941
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4989 - loss: 0.6940
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4786 - loss: 0.6938   
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5267 - loss: 0.6935
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5742 - loss: 0.6925
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5052 - loss: 0.6938
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4419 - loss: 0.6942  
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4840 - loss: 0.6939
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4354 - loss: 0.6945   
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5546 - loss: 0.6927
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5021 - loss: 0.6938  
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3837 - loss: 0.6942
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5342 - loss: 0.6936
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4258 - loss: 0.6936
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5623 - loss: 0.6931
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4669 - loss: 0.6935 
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.5263 - loss: 0.6938
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4992 - loss: 0.6935
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4936 - loss: 0.6937  
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4694 - loss: 0.6940
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4200 - loss: 0.6937 
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5331 - loss: 0.6936  
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4834 - loss: 0.6937   
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4195 - loss: 0.6943
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3730 - loss: 0.6943   
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5512 - loss: 0.6922
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5456 - loss: 0.6929  
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4205 - loss: 0.6941   
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5050 - loss: 0.6933
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4099 - loss: 0.6940
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4394 - loss: 0.6940
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4986 - loss: 0.6939
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.5283 - loss: 0.6937
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - accuracy: 0.4981 - loss: 0.6938
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4251 - loss: 0.6940   
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5042 - loss: 0.6936
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4331 - loss: 0.6942
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5005 - loss: 0.6940
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4603 - loss: 0.6939
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.5275 - loss: 0.6935
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5008 - loss: 0.6935
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - accuracy: 0.4909 - loss: 0.6934 
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4553 - loss: 0.6937 
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4573 - loss: 0.6940
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5146 - loss: 0.6935
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4786 - loss: 0.6938
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5566 - loss: 0.6930
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4992 - loss: 0.6941  
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.2569 - loss: 0.6939      
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 2ms/step - accuracy: 0.4942 - loss: nan      
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4950 - loss: nan
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.4636 - loss: nan
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.4680 - loss: nan
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5003 - loss: nan
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5116 - loss: nan
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4343 - loss: nan    
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5191 - loss: nan
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - accuracy: 0.4609 - loss: nan  
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5744 - loss: nan
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5869 - loss: nan  
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5139 - loss: nan
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4748 - loss: nan
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4395 - loss: nan
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - accuracy: 0.4733 - loss: nan
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5238 - loss: nan   
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5425 - loss: nan 
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4807 - loss: nan    
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5091 - loss: nan
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4974 - loss: nan  
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4812 - loss: nan
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4750 - loss: nan
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5109 - loss: nan
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4828 - loss: nan
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5516 - loss: nan
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5420 - loss: nan
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5820 - loss: nan
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4806 - loss: nan    
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4993 - loss: nan    
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4885 - loss: nan
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5224 - loss: nan
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5012 - loss: nan   
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.5922 - loss: nan
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5217 - loss: nan
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4752 - loss: nan
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4997 - loss: nan
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4963 - loss: nan
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5765 - loss: nan
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5271 - loss: nan
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4960 - loss: nan
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - accuracy: 0.4831 - loss: nan
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5012 - loss: nan
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4854 - loss: nan  
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4473 - loss: nan
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4980 - loss: nan
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5082 - loss: nan
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4556 - loss: nan
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5671 - loss: nan
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.4786 - loss: nan
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4954 - loss: nan
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4522 - loss: nan
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4961 - loss: nan    
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4008 - loss: nan   
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.4391 - loss: nan
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5581 - loss: nan
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5078 - loss: nan
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5113 - loss: nan  
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4933 - loss: nan
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5237 - loss: nan  
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4617 - loss: nan   
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5285 - loss: nan  
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5408 - loss: nan    
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5517 - loss: nan
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5521 - loss: nan
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5218 - loss: nan
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5051 - loss: nan
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5015 - loss: nan
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4540 - loss: nan
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5190 - loss: nan
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4607 - loss: nan  
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - accuracy: 0.5047 - loss: nan
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5017 - loss: nan   
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.4915 - loss: nan
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5259 - loss: nan
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4939 - loss: nan
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5142 - loss: nan
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5527 - loss: nan
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5282 - loss: nan
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5427 - loss: nan
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5625 - loss: nan
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4587 - loss: nan
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4568 - loss: nan
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4772 - loss: nan
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.4213 - loss: nan  
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.4447 - loss: nan  
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4594 - loss: nan    
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - accuracy: 0.4735 - loss: nan
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4537 - loss: nan
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4471 - loss: nan    
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - accuracy: 0.4703 - loss: nan
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4722 - loss: nan   
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4841 - loss: nan
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5786 - loss: nan
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4853 - loss: nan   
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5055 - loss: nan   
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4763 - loss: nan
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5527 - loss: nan
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4850 - loss: nan    
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5655 - loss: nan
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4428 - loss: nan
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4770 - loss: nan    
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4532 - loss: nan  
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5286 - loss: nan
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5059 - loss: nan
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4855 - loss: nan
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4891 - loss: nan
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4809 - loss: nan
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4386 - loss: nan
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4773 - loss: nan   
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4607 - loss: nan   
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.4581 - loss: nan
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4709 - loss: nan    
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4582 - loss: nan   
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4613 - loss: nan  
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4410 - loss: nan
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4857 - loss: nan
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.5102 - loss: nan
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4727 - loss: nan
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5547 - loss: nan
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4857 - loss: nan    
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4623 - loss: nan
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5014 - loss: nan    
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4980 - loss: nan
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5214 - loss: nan
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4756 - loss: nan   
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4081 - loss: nan    
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4469 - loss: nan    
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4104 - loss: nan   
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4717 - loss: nan  
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4690 - loss: nan
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5241 - loss: nan 
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4708 - loss: nan
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4265 - loss: nan
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.4729 - loss: nan
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.5250 - loss: nan
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5293 - loss: nan
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.5308 - loss: nan
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5273 - loss: nan
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.4786 - loss: nan  
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4759 - loss: nan
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5486 - loss: nan
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4456 - loss: nan
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5889 - loss: nan  
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4993 - loss: nan   
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5543 - loss: nan  
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5384 - loss: nan  
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4881 - loss: nan
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5304 - loss: nan
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4070 - loss: nan    
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5351 - loss: nan
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - accuracy: 0.5995 - loss: nan
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5099 - loss: nan
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.5162 - loss: nan
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - accuracy: 0.5020 - loss: nan
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - accuracy: 0.5424 - loss: nan
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4434 - loss: nan
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.5007 - loss: nan
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.4898 - loss: nan
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.4391 - loss: nan  
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.5094 - loss: nan
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4853 - loss: nan    
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.4802 - loss: nan
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5351 - loss: nan    
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5534 - loss: nan
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5160 - loss: nan
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4673 - loss: nan
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4903 - loss: nan  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4938 - loss: nan
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5084 - loss: nan
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4293 - loss: nan
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5317 - loss: nan
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5127 - loss: nan  
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5689 - loss: nan
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5178 - loss: nan
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4970 - loss: nan
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5097 - loss: nan
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4614 - loss: nan
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4721 - loss: nan    
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5003 - loss: nan
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4894 - loss: nan
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.4993 - loss: nan  
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5607 - loss: nan
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4419 - loss: nan   
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5558 - loss: nan
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5176 - loss: nan
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4807 - loss: nan
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5044 - loss: nan
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5033 - loss: nan
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4616 - loss: nan    
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5307 - loss: nan
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4455 - loss: nan    
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.5158 - loss: nan
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5451 - loss: nan
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4329 - loss: nan
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4786 - loss: nan
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4869 - loss: nan  
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.5446 - loss: nan
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4604 - loss: nan  
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4878 - loss: nan  
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4632 - loss: nan
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4810 - loss: nan
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4274 - loss: nan   
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - accuracy: 0.4876 - loss: nan
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5316 - loss: nan
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5060 - loss: nan
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4712 - loss: nan
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5513 - loss: nan
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4545 - loss: nan  
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4346 - loss: nan   
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4894 - loss: nan    
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.4480 - loss: nan  
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4644 - loss: nan
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5341 - loss: nan
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5164 - loss: nan
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4328 - loss: nan    
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4531 - loss: nan
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4652 - loss: nan   
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4707 - loss: nan   
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.5454 - loss: nan
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5025 - loss: nan
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4601 - loss: nan    
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5223 - loss: nan
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4811 - loss: nan
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4730 - loss: nan
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.5609 - loss: nan  
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - accuracy: 0.5771 - loss: nan
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5306 - loss: nan
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - accuracy: 0.4585 - loss: nan
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3605 - loss: nan    
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4842 - loss: nan
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.5337 - loss: nan
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4914 - loss: nan
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5654 - loss: nan
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4885 - loss: nan
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.5410 - loss: nan
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4690 - loss: nan
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5686 - loss: nan  
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4952 - loss: nan    
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5436 - loss: nan
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4466 - loss: nan
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4755 - loss: nan  
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4671 - loss: nan
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5622 - loss: nan
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4922 - loss: nan
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.5069 - loss: nan  
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.5064 - loss: nan
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.4824 - loss: nan
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.4207 - loss: nan  
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4964 - loss: nan   
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4861 - loss: nan    
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5712 - loss: nan  
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5019 - loss: nan    
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5380 - loss: nan  
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4773 - loss: nan
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5062 - loss: nan  
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.4813 - loss: nan
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4633 - loss: nan    
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6006 - loss: nan
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4931 - loss: nan    
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5611 - loss: nan  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - accuracy: 0.4629 - loss: nan  
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - accuracy: 0.5020 - loss: nan  
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4868 - loss: nan
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4840 - loss: nan  
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5797 - loss: nan  
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4552 - loss: nan   
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5475 - loss: nan
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5230 - loss: nan 
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5844 - loss: nan  
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4839 - loss: nan    
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5466 - loss: nan
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4611 - loss: nan  
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - accuracy: 0.5309 - loss: nan
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5549 - loss: nan
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4811 - loss: nan
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4948 - loss: nan   
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - accuracy: 0.4231 - loss: nan  
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.5434 - loss: nan
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5078 - loss: nan
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5116 - loss: nan  
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4975 - loss: nan
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5203 - loss: nan
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4066 - loss: nan   
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4747 - loss: nan    
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4987 - loss: nan    
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4987 - loss: nan
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4576 - loss: nan    
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5225 - loss: nan
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4501 - loss: nan
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4596 - loss: nan    
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4813 - loss: nan
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5554 - loss: nan
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4919 - loss: nan
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4740 - loss: nan    
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4902 - loss: nan   
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.5229 - loss: nan
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - accuracy: 0.4394 - loss: nan  
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5179 - loss: nan
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4654 - loss: nan
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5112 - loss: nan
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4615 - loss: nan    
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4551 - loss: nan   
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5221 - loss: nan  
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5387 - loss: nan  
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5022 - loss: nan
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5281 - loss: nan  
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.5420 - loss: nan
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4738 - loss: nan
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5073 - loss: nan
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5451 - loss: nan
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4790 - loss: nan
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5360 - loss: nan
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4236 - loss: nan    
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4673 - loss: nan    
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4881 - loss: nan   
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.4925 - loss: nan
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5301 - loss: nan  
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5736 - loss: nan
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5013 - loss: nan
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - accuracy: 0.5141 - loss: nan
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5144 - loss: nan
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4947 - loss: nan
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4923 - loss: nan
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5581 - loss: nan
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4707 - loss: nan    
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4543 - loss: nan    
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5274 - loss: nan
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4816 - loss: nan  
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5287 - loss: nan
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4094 - loss: nan   
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5515 - loss: nan
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5028 - loss: nan
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4743 - loss: nan
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4477 - loss: nan   
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5265 - loss: nan  
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4357 - loss: nan    
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5612 - loss: nan  
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5231 - loss: nan  
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4510 - loss: nan
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4169 - loss: nan
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5223 - loss: nan
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4997 - loss: nan
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4270 - loss: nan
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5086 - loss: nan    
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4837 - loss: nan   
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5301 - loss: nan
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4528 - loss: nan    
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4865 - loss: nan
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4591 - loss: nan
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5347 - loss: nan
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5312 - loss: nan
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4862 - loss: nan    
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4836 - loss: nan   
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4517 - loss: nan
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4890 - loss: nan
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.4599 - loss: nan  
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5038 - loss: nan
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - accuracy: 0.5055 - loss: nan  
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4885 - loss: nan    
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.5106 - loss: nan  
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5509 - loss: nan
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.4780 - loss: nan
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5045 - loss: nan
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.5214 - loss: nan
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - accuracy: 0.4921 - loss: nan
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4900 - loss: nan    
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.5323 - loss: nan
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4748 - loss: nan
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4341 - loss: nan   
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5125 - loss: nan
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4036 - loss: nan   
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.4900 - loss: nan  
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4641 - loss: nan
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5270 - loss: nan    
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5078 - loss: nan  
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4353 - loss: nan    
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4753 - loss: nan   
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.5669 - loss: nan
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4407 - loss: nan
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.4874 - loss: nan
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - accuracy: 0.4483 - loss: nan  
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - accuracy: 0.4800 - loss: nan
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4999 - loss: nan
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4889 - loss: nan  
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5176 - loss: nan
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5033 - loss: nan    
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5417 - loss: nan
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5024 - loss: nan
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4996 - loss: nan
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4879 - loss: nan    
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5260 - loss: nan  
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5325 - loss: nan  
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4910 - loss: nan    
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5094 - loss: nan  
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4788 - loss: nan  
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5202 - loss: nan
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5226 - loss: nan
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5148 - loss: nan  
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5050 - loss: nan    
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4152 - loss: nan    
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.2569 - loss: nan      
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4642 - loss: 0.7159     
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5030 - loss: 0.7126
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - accuracy: 0.5040 - loss: 0.6944
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.4623 - loss: 0.7095 
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.6118 - loss: 0.6972
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4427 - loss: 0.7029
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4574 - loss: 0.6990  
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.5576 - loss: 0.6981
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.5018 - loss: 0.6960
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5339 - loss: 0.6932  
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5419 - loss: 0.6935
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3969 - loss: 0.7019   
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4824 - loss: 0.7003
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5214 - loss: 0.6932
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4570 - loss: 0.6973   
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4608 - loss: 0.6944
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - accuracy: 0.4968 - loss: 0.6931 
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4624 - loss: 0.6960   
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.5378 - loss: 0.6960
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4259 - loss: 0.6965
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.4880 - loss: 0.6965
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5618 - loss: 0.6897
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4156 - loss: 0.6971
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4690 - loss: 0.6956  
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4991 - loss: 0.6964   
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5236 - loss: 0.6961
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4507 - loss: 0.6953   
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5162 - loss: 0.6934  
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5162 - loss: 0.6952  
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4261 - loss: 0.6962  
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4495 - loss: 0.6964  
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - accuracy: 0.4819 - loss: 0.6961
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5538 - loss: 0.6925
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3665 - loss: 0.6981
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4828 - loss: 0.6969
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4815 - loss: 0.6951
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.4250 - loss: 0.6972
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5230 - loss: 0.6948
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4860 - loss: 0.6952
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4592 - loss: 0.6941   
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.5093 - loss: 0.6939
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.5715 - loss: 0.6937
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4386 - loss: 0.6945
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.5392 - loss: 0.6939
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.5127 - loss: 0.6946
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - accuracy: 0.5367 - loss: 0.6933
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5251 - loss: 0.6948  
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4179 - loss: 0.6962  
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.4563 - loss: 0.6969
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4045 - loss: 0.6971   
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4523 - loss: 0.6953 
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5203 - loss: 0.6943
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3770 - loss: 0.6965   
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.4341 - loss: 0.6965
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.5409 - loss: 0.6945
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.4126 - loss: 0.6975
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.4825 - loss: 0.6965
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4912 - loss: 0.6946
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5330 - loss: 0.6939
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5035 - loss: 0.6949  
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5032 - loss: 0.6951  
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4153 - loss: 0.6959  
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4892 - loss: 0.6962  
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5091 - loss: 0.6953
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.4583 - loss: 0.6968
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4978 - loss: 0.6983
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.4897 - loss: 0.6954
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4866 - loss: 0.6949
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4815 - loss: 0.6950
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.4504 - loss: 0.6964 
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.4012 - loss: 0.6954
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4611 - loss: 0.6960
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - accuracy: 0.4549 - loss: 0.6955
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4703 - loss: 0.6944   
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.5149 - loss: 0.6936
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5226 - loss: 0.6943  
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.4825 - loss: 0.6951
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4596 - loss: 0.6957  
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5203 - loss: 0.6938
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3912 - loss: 0.6967   
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4199 - loss: 0.6958   
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4802 - loss: 0.6955  
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4608 - loss: 0.6952  
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4796 - loss: 0.6945  
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.4443 - loss: 0.6948 
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4924 - loss: 0.6959  
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.4940 - loss: 0.6955
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4774 - loss: 0.6952  
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5652 - loss: 0.6930
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - accuracy: 0.4468 - loss: 0.6953
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3984 - loss: 0.6958   
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4663 - loss: 0.6948
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5241 - loss: 0.6957
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.5492 - loss: 0.6926 
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5078 - loss: 0.6958
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - accuracy: 0.5023 - loss: 0.6945
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4598 - loss: 0.6958 
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5493 - loss: 0.6939
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5700 - loss: 0.6930
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4618 - loss: 0.6954   
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.5468 - loss: 0.6915 
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5335 - loss: 0.6924
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3682 - loss: 0.6954   
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4690 - loss: 0.6954
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4532 - loss: 0.6962   
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - accuracy: 0.3938 - loss: 0.6953
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.4778 - loss: 0.6951 
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - accuracy: 0.5338 - loss: 0.6936
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5205 - loss: 0.6957
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4209 - loss: 0.6961   
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.4974 - loss: 0.6953 
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.5493 - loss: 0.6922
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.4997 - loss: 0.6944
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.5070 - loss: 0.6952
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3840 - loss: 0.6963   
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4091 - loss: 0.6953   
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3776 - loss: 0.6958   
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5749 - loss: 0.6908
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4933 - loss: 0.6948
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3463 - loss: 0.6956 
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5546 - loss: 0.6895 
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5327 - loss: 0.6931  
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4775 - loss: 0.6937
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4813 - loss: 0.6956
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5415 - loss: 0.6939  
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4412 - loss: 0.6954
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4284 - loss: 0.6950  
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5496 - loss: 0.6924
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4775 - loss: 0.6957
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.5465 - loss: 0.6933
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5047 - loss: 0.6938   
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.4785 - loss: 0.6951
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5013 - loss: 0.6936
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.4723 - loss: 0.6951 
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4353 - loss: 0.6952
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4190 - loss: 0.6961 
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3947 - loss: 0.6952 
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5610 - loss: 0.6919  
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4639 - loss: 0.6951   
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - accuracy: 0.4874 - loss: 0.6949 
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5362 - loss: 0.6934
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4082 - loss: 0.6955 
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4740 - loss: 0.6954
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5370 - loss: 0.6934  
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4331 - loss: 0.6956
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.5461 - loss: 0.6920
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3815 - loss: 0.6963   
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4860 - loss: 0.6947
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4032 - loss: 0.6949   
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - accuracy: 0.5057 - loss: 0.6946
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5105 - loss: 0.6952   
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5700 - loss: 0.6899
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4855 - loss: 0.6941
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4378 - loss: 0.6949
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5406 - loss: 0.6947
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4095 - loss: 0.6965   
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5012 - loss: 0.6946  
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5802 - loss: 0.6911
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4414 - loss: 0.6960   
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - accuracy: 0.4814 - loss: 0.6949
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - accuracy: 0.4872 - loss: 0.6943
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4780 - loss: 0.6950   
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5173 - loss: 0.6951
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4868 - loss: 0.6930   
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5299 - loss: 0.6942  
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5046 - loss: 0.6937   
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5196 - loss: 0.6946  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5054 - loss: 0.6949  
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5424 - loss: 0.6947
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4246 - loss: 0.6953
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - accuracy: 0.4469 - loss: 0.6950
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4641 - loss: 0.6948 
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5136 - loss: 0.6951
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4895 - loss: 0.6949
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5271 - loss: 0.6942
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4895 - loss: 0.6937 
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4689 - loss: 0.6955   
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4904 - loss: 0.6943
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.3671 - loss: 0.6956 
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4826 - loss: 0.6949  
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4373 - loss: 0.6948   
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4346 - loss: 0.6944
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5970 - loss: 0.6898  
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4245 - loss: 0.6957  
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5232 - loss: 0.6947
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4607 - loss: 0.6945  
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5184 - loss: 0.6945
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4942 - loss: 0.6947  
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5631 - loss: 0.6931  
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4860 - loss: 0.6944  
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4414 - loss: 0.6948  
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4811 - loss: 0.6941  
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5090 - loss: 0.6946
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4998 - loss: 0.6941
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5460 - loss: 0.6933
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - accuracy: 0.4802 - loss: 0.6942
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4617 - loss: 0.6945  
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4185 - loss: 0.6948
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - accuracy: 0.4892 - loss: 0.6939
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4546 - loss: 0.6949
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4594 - loss: 0.6945  
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5867 - loss: 0.6925  
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.4613 - loss: 0.6946
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4749 - loss: 0.6944 
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5929 - loss: 0.6900
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5268 - loss: 0.6941
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3811 - loss: 0.6950
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.4682 - loss: 0.6946
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.5058 - loss: 0.6944 
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4624 - loss: 0.6943   
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4878 - loss: 0.6947
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5635 - loss: 0.6919
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4471 - loss: 0.6948   
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5147 - loss: 0.6943
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.4794 - loss: 0.6947
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5698 - loss: 0.6935
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4430 - loss: 0.6947
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4300 - loss: 0.6945
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4734 - loss: 0.6950
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5162 - loss: 0.6941 
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3961 - loss: 0.6945
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4915 - loss: 0.6941 
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5287 - loss: 0.6941
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5168 - loss: 0.6942
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4999 - loss: 0.6942
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4469 - loss: 0.6951  
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4264 - loss: 0.6950   
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4056 - loss: 0.6945
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5434 - loss: 0.6916  
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.5433 - loss: 0.6926
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4501 - loss: 0.6940
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.4475 - loss: 0.6944
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4439 - loss: 0.6936 
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4150 - loss: 0.6949
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3937 - loss: 0.6946  
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4512 - loss: 0.6946  
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5268 - loss: 0.6925 
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5052 - loss: 0.6936
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - accuracy: 0.4738 - loss: 0.6951
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4793 - loss: 0.6934   
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.4263 - loss: 0.6949 
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5123 - loss: 0.6937
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.5121 - loss: 0.6938
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4946 - loss: 0.6957   
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5068 - loss: 0.6932
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - accuracy: 0.4258 - loss: 0.6949
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - accuracy: 0.4789 - loss: 0.6943 
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5530 - loss: 0.6918   
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - accuracy: 0.4616 - loss: 0.6949 
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - accuracy: 0.4494 - loss: 0.6948
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5796 - loss: 0.6916
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5182 - loss: 0.6933
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4433 - loss: 0.6948
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - accuracy: 0.4391 - loss: 0.6937
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - accuracy: 0.5701 - loss: 0.6927
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4807 - loss: 0.6940
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5208 - loss: 0.6937
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5237 - loss: 0.6944
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4417 - loss: 0.6946
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5242 - loss: 0.6940
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.4296 - loss: 0.6943
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4551 - loss: 0.6945
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - accuracy: 0.4784 - loss: 0.6939
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4696 - loss: 0.6946
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3765 - loss: 0.6950
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5793 - loss: 0.6942
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3970 - loss: 0.6946
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4685 - loss: 0.6938
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4990 - loss: 0.6939
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4859 - loss: 0.6945
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5014 - loss: 0.6945   
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5752 - loss: 0.6917
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.5386 - loss: 0.6936
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4691 - loss: 0.6943 
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - accuracy: 0.4585 - loss: 0.6944
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5154 - loss: 0.6933   
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4363 - loss: 0.6954   
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - accuracy: 0.5445 - loss: 0.6930
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4778 - loss: 0.6940
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5270 - loss: 0.6946
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4454 - loss: 0.6948
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6015 - loss: 0.6922
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5270 - loss: 0.6935  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4433 - loss: 0.6942   
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4803 - loss: 0.6941
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4715 - loss: 0.6944  
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4586 - loss: 0.6951   
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5217 - loss: 0.6935  
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4588 - loss: 0.6940   
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4771 - loss: 0.6940
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5179 - loss: 0.6937
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4462 - loss: 0.6941
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4743 - loss: 0.6943   
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5734 - loss: 0.6918
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4127 - loss: 0.6947   
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4297 - loss: 0.6944
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3966 - loss: 0.6944   
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4927 - loss: 0.6933 
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4556 - loss: 0.6949   
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4621 - loss: 0.6943
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.5514 - loss: 0.6930
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4653 - loss: 0.6943
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4744 - loss: 0.6937   
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4964 - loss: 0.6942   
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4263 - loss: 0.6949
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4910 - loss: 0.6941
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5539 - loss: 0.6931
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5335 - loss: 0.6941
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5214 - loss: 0.6933
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.5651 - loss: 0.6919
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4494 - loss: 0.6947
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4797 - loss: 0.6944  
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5683 - loss: 0.6933  
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5142 - loss: 0.6937
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.5302 - loss: 0.6942
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.5477 - loss: 0.6932
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4615 - loss: 0.6945   
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.5282 - loss: 0.6936
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5066 - loss: 0.6940
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.4751 - loss: 0.6943
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5023 - loss: 0.6942
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.3760 - loss: 0.6945
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4381 - loss: 0.6942
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.3840 - loss: 0.6947
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5670 - loss: 0.6928
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5658 - loss: 0.6933  
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5497 - loss: 0.6932  
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - accuracy: 0.4103 - loss: 0.6949 
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - accuracy: 0.4651 - loss: 0.6944 
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4098 - loss: 0.6934 
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4757 - loss: 0.6954   
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.2882 - loss: 0.6952   
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4902 - loss: 0.6939
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4552 - loss: 0.6942
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4074 - loss: 0.6945
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4396 - loss: 0.6944
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.4306 - loss: 0.6943
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4316 - loss: 0.6942
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - accuracy: 0.5125 - loss: 0.6942
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5108 - loss: 0.6938  
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4677 - loss: 0.6944
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5057 - loss: 0.6935
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - accuracy: 0.4535 - loss: 0.6940
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4356 - loss: 0.6941
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4694 - loss: 0.6944
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3861 - loss: 0.6951 
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.5069 - loss: 0.6937
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.3455 - loss: 0.6944   
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5071 - loss: 0.6927   
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4539 - loss: 0.6945  
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5459 - loss: 0.6933  
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4579 - loss: 0.6942
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4566 - loss: 0.6938   
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5332 - loss: 0.6940
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.4581 - loss: 0.6939
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4353 - loss: 0.6943
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4640 - loss: 0.6940   
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4923 - loss: 0.6935   
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4355 - loss: 0.6947  
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5301 - loss: 0.6936  
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4803 - loss: 0.6943
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4832 - loss: 0.6940
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - accuracy: 0.5475 - loss: 0.6939
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1000us/step - accuracy: 0.5023 - loss: 0.6940
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - accuracy: 0.5126 - loss: 0.6943
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4966 - loss: 0.6934   
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4494 - loss: 0.6944   
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5821 - loss: 0.6917
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4936 - loss: 0.6937
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4811 - loss: 0.6937 
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4312 - loss: 0.6941  
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4736 - loss: 0.6942
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4363 - loss: 0.6939   
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5358 - loss: 0.6936  
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5875 - loss: 0.6915
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5011 - loss: 0.6936
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - accuracy: 0.5091 - loss: 0.6937
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5470 - loss: 0.6923
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4659 - loss: 0.6942   
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5098 - loss: 0.6941  
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4652 - loss: 0.6942  
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4516 - loss: 0.6941  
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4560 - loss: 0.6944
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5527 - loss: 0.6917  
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5076 - loss: 0.6940  
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - accuracy: 0.4749 - loss: 0.6941 
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4337 - loss: 0.6940
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5366 - loss: 0.6936
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4459 - loss: 0.6941
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.4758 - loss: 0.6941
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4949 - loss: 0.6933
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - accuracy: 0.5358 - loss: 0.6933
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.4331 - loss: 0.6941
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5046 - loss: 0.6939
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5372 - loss: 0.6937  
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.3447 - loss: 0.6943
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.4909 - loss: 0.6934 
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - accuracy: 0.5520 - loss: 0.6932
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4595 - loss: 0.6943
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4775 - loss: 0.6934   
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.2569 - loss: 0.6940      
In [ ]:
scores
Out[ ]:
[74.37499761581421,
 60.00000238418579,
 87.5,
 50.0,
 50.0,
 86.87499761581421,
 92.5000011920929,
 68.75,
 87.5,
 50.0,
 50.0,
 50.0]
In [ ]:
scores_funcs = scores

fig, ax = plt.subplots()
ax.bar(act_funcs, scores_funcs)
ax.set_xlabel('Activation Function')
ax.set_xticklabels(act_funcs, rotation=30)
ax.set_ylabel('Accuracy')
plt.title('Accuracy by Activation Function')
plt.show()
C:\Users\jomors\AppData\Local\Temp\ipykernel_22320\2882831902.py:6: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(act_funcs, rotation=30)

With the above, we see the best results with a selu algorithm, followed by tanh, the function used in our previous efforts, elu, and softsign. From here, we will move forward with selu.

Optimizers¶

Sticking with selu, 2 hidden layers, and 2 nodes in each layer, we can now cycle through optimizers and analyze the loss.

In [ ]:
optimizers = ['sgd', 'rmsprop', 'adagrad', 'adadelta', 'adam', 'adamax', 'nadam']

scores = []

for opt in optimizers:
    model = Sequential()
    # Add first layer
    model.add(Dense(2, input_dim=2, activation='selu'))

    # Add three hidden layers
    model.add(Dense(2, activation='selu'))
    model.add(Dense(2, activation='selu'))
    model.add(Dense(2, activation='selu'))

    # Add output layer
    model.add(Dense(1, activation='sigmoid'))

    model.compile(loss='binary_crossentropy', optimizer=opt)
    model.fit(X, y, batch_size=2, epochs=400)

    # Append accuracy to array
    scores.append(model.evaluate(X, y))
Epoch 1/400
c:\Users\jomors\AppData\Local\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:88: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7134  
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - loss: 0.7082
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6858
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6541
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6500
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 810us/step - loss: 0.6442
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6638
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6048  
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.6435
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6285
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5859
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6329
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6175
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6290
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - loss: 0.5786
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - loss: 0.5620
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - loss: 0.5621
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5438
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5455
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5051
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4874
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5146  
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4982
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4716
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4621
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4511
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4591
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3642
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3796
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - loss: 0.3579
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 803us/step - loss: 0.3326
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - loss: 0.3091
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.3183
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3141
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 759us/step - loss: 0.2586
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2484
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2424
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 903us/step - loss: 0.2032
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2021
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1991  
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.1894
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 748us/step - loss: 0.1849
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - loss: 0.1899
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.1449
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1509
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.1339
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - loss: 0.1320
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1113
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.0907 
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1442
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.0933
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0915
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1135
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - loss: 0.0955
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0714
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1059
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - loss: 0.0925
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1078
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1007
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0614  
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - loss: 0.0801
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0815
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1003  
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - loss: 0.0680
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0792
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0587
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0509  
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0666
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0528   
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.0630  
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0515
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0601
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0553
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0815    
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.0833
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - loss: 0.0926
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1006
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - loss: 0.0536
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0913  
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0615
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0503
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0436
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0334
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0720   
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0544
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - loss: 0.0616
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0810
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0527
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - loss: 0.0500
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0616  
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0448
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0839    
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 874us/step - loss: 0.0648
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.0470
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0401
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0726  
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.0364
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0558  
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 823us/step - loss: 0.0846
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0425    
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 814us/step - loss: 0.0371  
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0778    
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.0603  
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0392    
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0449
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0510    
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0720
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0468
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0600   
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - loss: 0.0829  
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - loss: 0.1009
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - loss: 0.0463  
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0254
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0747
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0439
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0266
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0610
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0397   
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0328
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0464
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0441
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0507
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0446
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0507   
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0395
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0559
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0609
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - loss: 0.1388
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0349
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0203
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0481  
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0444   
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0428
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0521
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0565
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0613  
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0273
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - loss: 0.0708  
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0602
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0517  
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - loss: 0.0570  
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0537    
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 777us/step - loss: 0.1475
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0556  
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0384  
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - loss: 0.0275
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - loss: 0.0540
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0281  
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0246
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.0918
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - loss: 0.0340  
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0717   
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0682
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0474
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - loss: 0.0927
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0541
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0195
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - loss: 0.0571
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - loss: 0.0256
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0495  
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0565
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0910
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.1073
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0706
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0557  
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0339    
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0663
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0641
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.0546
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0311  
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - loss: 0.0323
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0439
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0538
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0829
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.0337
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0251
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 806us/step - loss: 0.0385
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0504
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0446
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0296
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - loss: 0.0505
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0490    
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0300
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0585
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0290
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0618    
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0254
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0419
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0338  
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0664
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.0413
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0632    
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.0241
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.0656
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0945
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - loss: 0.0447  
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - loss: 0.0295
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0483
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0517  
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0505
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1151
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0422
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - loss: 0.0416
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0308
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0526   
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0236
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.0196
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - loss: 0.0467
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1360
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0210
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0350
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - loss: 0.0531
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0343
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0432
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.0454  
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0297  
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - loss: 0.0309
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0297
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0698
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.0602
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0479
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0354
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.0797
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0284
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0437
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 770us/step - loss: 0.0247
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0692
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0615
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.0865
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0318
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0386   
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0492
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0498
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0521
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - loss: 0.0808
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0257
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - loss: 0.0194
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0403   
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0508
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0209
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0265
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0348
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0331
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0199
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0775
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0376
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - loss: 0.0678
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0445
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - loss: 0.0411
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0366    
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0755
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.0577
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0443
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0429
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0420
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0314    
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0407  
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0404
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0320
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0508
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 722us/step - loss: 0.0385
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 688us/step - loss: 0.0321
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0487  
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0264
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0483
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0597
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1605
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - loss: 0.0386
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.0428  
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0279
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0619
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0593
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - loss: 0.0229
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0712    
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0455   
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0266
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - loss: 0.0602  
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0345  
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - loss: 0.0345
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0792
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - loss: 0.0332  
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0409
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.0484
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0724
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0538
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0473  
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0823  
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0492
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0434
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0225
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0601
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0305
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0952
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0361
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0309
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0352    
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - loss: 0.1372
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0362    
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0404
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0433
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0333  
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0325   
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0249
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0280
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - loss: 0.0402
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0342  
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0227  
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1193
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0140
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - loss: 0.0684  
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.0315
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - loss: 0.1359
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0284
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0353
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0512
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0461
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - loss: 0.0276
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0471   
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - loss: 0.0436  
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0383
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0233
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0257
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0624
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - loss: 0.0247
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - loss: 0.0329
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0379
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0293
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0781 
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0267
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0516
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - loss: 0.0441
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.0307
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 778us/step - loss: 0.0262
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0706  
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0598
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - loss: 0.1009
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0779
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0389
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0469
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0292
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0952    
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - loss: 0.0472
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0353
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0506    
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0369
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - loss: 0.0707
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0363
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0638
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - loss: 0.0194
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0448    
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.0549
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0408
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - loss: 0.0421  
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0297    
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 830us/step - loss: 0.0290
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0461  
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0549
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0573
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0337    
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0255
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0224
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0176
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0377   
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0316
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - loss: 0.0363
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0490
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0397  
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0318
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - loss: 0.0901
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - loss: 0.0221
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.0261
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0353
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0591
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0203
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0431
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0553
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.0249
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0459    
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - loss: 0.0241
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0316
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0175
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0742    
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0659
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 803us/step - loss: 0.0511  
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.0164
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0612
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0487
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0410
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0640
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0339
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0335
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0894
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0770
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0243  
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.0413
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.0567
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0227    
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - loss: 0.0318
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0351
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0389  
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0461  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 902us/step - loss: 1.0452 
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - loss: 0.8615
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.8614
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7311
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - loss: 0.7272
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7417
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7337
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - loss: 0.6893
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6726
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - loss: 0.6974
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 791us/step - loss: 0.6414
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.6645
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6580
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6428
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - loss: 0.6428
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6447
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - loss: 0.6279
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - loss: 0.6162
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6275
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5715
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - loss: 0.5630
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 801us/step - loss: 0.5862
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - loss: 0.5313
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5488
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - loss: 0.5512
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - loss: 0.4903
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.4776
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.4744
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4401
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4461
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - loss: 0.3909
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4166
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4107
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - loss: 0.4684
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - loss: 0.3999
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - loss: 0.4616
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - loss: 0.4110
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - loss: 0.4151
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.3267
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3639
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3721
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3373  
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3371
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4424
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.3474
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3920  
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3865
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3331  
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3598
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.3661
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.3580
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3356
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3392
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - loss: 0.3225
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3304
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3334
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3499
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2725
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.3563
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.3365
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3759
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - loss: 0.3143
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 803us/step - loss: 0.3597
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2659  
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - loss: 0.3101
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3184
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - loss: 0.3580
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3071
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - loss: 0.2622
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.3704
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3008
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2604
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3466
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2916
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - loss: 0.3732
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.3108
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2571
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - loss: 0.2857
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - loss: 0.3436
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3159 
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.3000
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.2878
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3004  
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.2439
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2857
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2267
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3615
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2751
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3002
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2377  
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3311
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2762
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3011
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.2499
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2497
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2813
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3189
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2484
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - loss: 0.2603
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2306
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2722
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3168
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3198  
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2799
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2632  
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - loss: 0.2593
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2881
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2720  
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3122
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3480
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2431
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2661
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2764
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2714
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - loss: 0.2416
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - loss: 0.2111
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.2983
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2797
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2428
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.2149
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2862  
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 845us/step - loss: 0.2350
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3451
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2638
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.2222
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3306
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.2753
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3195
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2833
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.3567
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2984  
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2376
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3355
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3258  
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2341
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2408
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3141
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2370
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2147
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2207
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2535
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2984
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1862
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2370  
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4047
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - loss: 0.2442
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2688
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2969
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3548
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2311
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2380  
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2209
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2032
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2849
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2394
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2263
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - loss: 0.2168
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1910
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2602
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2530
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2110
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2332
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2731
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2801
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1892
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - loss: 0.3119
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2965
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2636
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2707
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2540
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2847
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2459
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2297
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2620
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.1957
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2411  
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2544  
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 954us/step - loss: 0.2432
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2006
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1961
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 808us/step - loss: 0.2936
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.2552
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2672
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2212
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2976  
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2710
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1840
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1880
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - loss: 0.2085
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1655
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.2764
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2806  
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2610
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1944
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.2317
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2569
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2360
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2701
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2179
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2548
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2043
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2256
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.3165
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.2390
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - loss: 0.2406
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2380
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2276
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2243
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2008  
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3725
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - loss: 0.2906
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.3489
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.2633
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3254
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2235
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - loss: 0.2944
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2886
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2627
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1999
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3119  
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.2715
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - loss: 0.3047
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.2542
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - loss: 0.2510
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3378
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1698  
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2266
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2976
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2391
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - loss: 0.3012
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 750us/step - loss: 0.2646
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1890
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3048
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - loss: 0.2634
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2409
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1709  
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1939
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2157
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2423  
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2814
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1728
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - loss: 0.1795
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.2106
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.2449
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - loss: 0.2441
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.2104
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2384
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.1821  
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2177
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - loss: 0.2269
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1932
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2130
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.1587
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2576
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - loss: 0.2205
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2276  
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2562
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1844
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3381
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2942  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1796
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - loss: 0.2072
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2042  
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1649
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1754
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - loss: 0.1935
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1987
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.2387
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3609  
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2447
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2927
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.1743
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2345
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3299
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - loss: 0.3245
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.2340
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2424
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2576
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2552 
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - loss: 0.1977
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2080
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 799us/step - loss: 0.3058
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1508
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - loss: 0.2864
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2622
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - loss: 0.2281
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2447
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3226
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3102
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2637
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 820us/step - loss: 0.2280
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2703
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2711  
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - loss: 0.2173
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2665
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.1913
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2822
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - loss: 0.2901
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2588
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - loss: 0.2663
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3146
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2600
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1939
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - loss: 0.2783
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.2122
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - loss: 0.2286
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1512
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2837
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1692
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - loss: 0.1734
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2446
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2600
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3092
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - loss: 0.2230
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - loss: 0.1963
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3222
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - loss: 0.3092
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 764us/step - loss: 0.2471
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2424
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2536
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2723
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.2404
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - loss: 0.2953
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3154
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2404 
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.1442
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - loss: 0.2022
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1861
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2616
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2066
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2451
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.2166
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - loss: 0.2403
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.2448
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.3402
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.3135
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2139  
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2474
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.2522
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2257
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2631
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 776us/step - loss: 0.2377
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 787us/step - loss: 0.3862
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - loss: 0.3030
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2254
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2524  
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.1682
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1873
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.2150
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3196
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.2837
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - loss: 0.1769
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - loss: 0.2867
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3124
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2238
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1943
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1757
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2398
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - loss: 0.1791
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - loss: 0.2851
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2529
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2121
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2137
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2312
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1683
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.2446
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2708
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - loss: 0.3112
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2232  
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2108
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.1897
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2052
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1630  
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2594
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3486
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2729  
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2666
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - loss: 0.2364
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4363
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2508  
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1541
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3538
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - loss: 0.2564
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1817
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2005
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1948
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.2616
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1915
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2068
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2400
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2616
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2390
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1787
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2079
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2332
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.2755
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3051  
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2349
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - loss: 0.1893
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2946  
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 670us/step - loss: 0.2438
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 2ms/step - loss: 0.6977  
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.6913
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7025
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - loss: 0.7008
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.7026
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - loss: 0.7018
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.7002
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6925  
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - loss: 0.6950
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7060
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - loss: 0.7028
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7010
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6950
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6946
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6988
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 988us/step - loss: 0.6907
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7039
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7031
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6976
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6941
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6985
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6892
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.6981
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6963
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.6917
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6896
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - loss: 0.7049
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - loss: 0.6953
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6970
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6896
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.7028
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 762us/step - loss: 0.6941
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6979
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6965
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6897
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - loss: 0.6889
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6899  
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - loss: 0.6946
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - loss: 0.6967
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6942
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - loss: 0.6965
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - loss: 0.6953
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6902
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - loss: 0.6862
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6976
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6913
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6997
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.6920
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6941
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7012
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6901
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.6926
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.6881
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6854  
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6885
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - loss: 0.6941
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - loss: 0.6904
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.6925
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - loss: 0.6931
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - loss: 0.6884
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 783us/step - loss: 0.6965
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - loss: 0.6840
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6853
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7046
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - loss: 0.7018
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - loss: 0.6915
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.6837
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6908
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.6904
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6924
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - loss: 0.6877
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6867
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.6956
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6896
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6940
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6979
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.6941
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - loss: 0.6927
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6951
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - loss: 0.6957
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.6926
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6944
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6918
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6939
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6998  
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6983
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - loss: 0.6915
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6934
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - loss: 0.6956
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - loss: 0.6871
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.7019
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - loss: 0.6952
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6971
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 815us/step - loss: 0.6905
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - loss: 0.6906
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.6899
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6902  
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6986
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6987
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.6906
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - loss: 0.6896
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6934
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6890
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6927
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7027
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - loss: 0.6888
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6985
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - loss: 0.6819
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - loss: 0.6965
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6869
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6946
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 809us/step - loss: 0.6886
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6877  
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6978
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6912
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6943
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.6900
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - loss: 0.6988
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.7026
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6892
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6954
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - loss: 0.6963
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6964
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.6973
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6890
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6855
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 826us/step - loss: 0.6839
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - loss: 0.6861
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6909
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6905
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - loss: 0.6930
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - loss: 0.6860
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6917
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.6963
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6872
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - loss: 0.6922
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.6873
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 761us/step - loss: 0.6894
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6928  
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - loss: 0.6892
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6933
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6891
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6882
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7000
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - loss: 0.7004
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6940  
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.6906
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6919
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.6948
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6991
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6928
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 840us/step - loss: 0.6934
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6889
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6823  
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6927
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.6886
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.6768
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6892
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6896  
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6864
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6925
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - loss: 0.6939
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6965
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6848
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - loss: 0.6855
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - loss: 0.6783
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6767
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6973
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6918
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - loss: 0.6918
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - loss: 0.6927
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6900
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - loss: 0.6924
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935  
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - loss: 0.6898
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - loss: 0.6923
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6915
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - loss: 0.6930
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - loss: 0.6996
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.6916
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6850
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6926
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - loss: 0.6898
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6952
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6964
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6846
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6896
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6851  
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7009
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - loss: 0.6853
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6928
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - loss: 0.6908
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6865
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - loss: 0.6918
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 905us/step - loss: 0.6962
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - loss: 0.6935
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6916
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - loss: 0.6906
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 848us/step - loss: 0.6838
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - loss: 0.6956
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - loss: 0.6812
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6858
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6849
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.6925
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - loss: 0.7025
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - loss: 0.6898
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 819us/step - loss: 0.6897
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6873
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 772us/step - loss: 0.6917
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - loss: 0.6898
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - loss: 0.6822
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6880
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.6854
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6745
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7007
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6890
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - loss: 0.6797
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 798us/step - loss: 0.6947
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6962
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6947 
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - loss: 0.6873
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.6855
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6909  
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - loss: 0.6960
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 824us/step - loss: 0.6876
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6926
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 813us/step - loss: 0.6898
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6891
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6927
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7024
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.6902
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6820
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.6930
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6844
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.6882
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7010
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6998
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6922
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6921
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6853
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6904  
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6929
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - loss: 0.6942
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6823
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6876
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6819
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 785us/step - loss: 0.6847
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6858
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6930
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6948
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6955
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6857
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6863
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6904
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - loss: 0.6911
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6937
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.6822
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6871
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.6883
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6845
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6884
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6743
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6923
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6850
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6852
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6947
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6878
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - loss: 0.6920
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6939
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6956
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6972  
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - loss: 0.6877
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6888
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 916us/step - loss: 0.6992
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6859
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6842
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.6962
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6815
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6843
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6826
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6900
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - loss: 0.6925
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6932
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.6865
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 804us/step - loss: 0.6905
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6872  
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.6773
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6836
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6984 
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7021
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6811
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - loss: 0.6870
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6939
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6899
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7005
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6966
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6961
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6826
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.6941
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6886
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.6862
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - loss: 0.6901
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6812
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6959
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6911
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6860
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6953
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6855  
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6802
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6836
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6849
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 788us/step - loss: 0.6901
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6918
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.6997
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6844
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6828
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - loss: 0.6858
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6859
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6776
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 827us/step - loss: 0.6904
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - loss: 0.6964
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6901  
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.6932
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6886
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6859
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6896
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - loss: 0.6907
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6813
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6909
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.6943
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.6832
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6855
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6847
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - loss: 0.6869
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - loss: 0.6787
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6964
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6832
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6797
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6850
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.6917
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6847  
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6764
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6808
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6838
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - loss: 0.6807
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - loss: 0.6896
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.6868
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6820
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 807us/step - loss: 0.6999
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6857
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6789
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - loss: 0.6888
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6974
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6976
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.6927
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.6730
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6798
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - loss: 0.6781
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - loss: 0.6858
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6788  
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - loss: 0.6884
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6841
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - loss: 0.6908
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6934
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6785
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - loss: 0.6828
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6808
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.6870
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6860  
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6833
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6806
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.6925
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.6877
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.6787
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - loss: 0.6868
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6849
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6876
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - loss: 0.6838
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6775
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - loss: 0.6879
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6835
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 835us/step - loss: 0.6898
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6759
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6880
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - loss: 0.6865
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - loss: 0.6893
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7015
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6901
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6853
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6859
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - loss: 0.6815
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6961  
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6870
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6676
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 825us/step - loss: 0.6894
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 812us/step - loss: 0.6983
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6673 
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - loss: 0.7333
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7026
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7161
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.7064
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6959
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.7157
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6959
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6877
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7202
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - loss: 0.7083
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7007
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7272
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7196
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7102
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7047
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6936
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6903  
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.7098
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7203
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7153
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.7306
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6941
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7315  
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7016
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6999
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - loss: 0.7122
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7055
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6769
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7061
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6857
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6906
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7017
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6919
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6997
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6931
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7171
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.7058
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6983  
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - loss: 0.7084
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6976
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.7078
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - loss: 0.7369
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - loss: 0.7107
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - loss: 0.7209
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6886
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7004
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7160
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6919
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - loss: 0.6874
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6981
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.6942
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7095
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6855
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7002
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7115
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6877
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7003
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7267
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7105
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6960
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7050
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6989
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6947
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6733
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6896
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - loss: 0.6850
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6963
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - loss: 0.7024
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - loss: 0.7059
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.7096
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6961
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6716
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 851us/step - loss: 0.7113
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7036
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7032
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7014
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7102
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6838
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7099
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7175
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6838
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7107
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7106
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.7064
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6753
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7124
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6949
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - loss: 0.6831
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6717
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6791
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7285
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7116
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7296
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7050
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - loss: 0.7115
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6982  
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7093
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7229
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935  
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7290
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.6857
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7039
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7049
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - loss: 0.7142
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.7115
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7049
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - loss: 0.7061
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7139
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7111
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7238
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7075
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6847
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - loss: 0.6878
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7207
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7015
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - loss: 0.7138
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7411
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7205
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - loss: 0.7106
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7087
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6983
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7037  
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7162
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7089
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7113
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6683  
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - loss: 0.7075
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7146
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7338
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 836us/step - loss: 0.6829
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6696
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7142
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.7058
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6850
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7016
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7060
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6895  
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7121
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - loss: 0.6841
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7042
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - loss: 0.6819
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6749
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 991us/step - loss: 0.7191
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7178  
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - loss: 0.7006
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7009
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7310
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6935
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6955
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7025
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - loss: 0.7097
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6908  
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7089  
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6940
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7022
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6995
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6975
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - loss: 0.6863
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6928
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7134
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6804
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6897
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6902
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7019
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7143  
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7193
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6772
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7116
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7126
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.6949
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - loss: 0.7001
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7049  
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6937
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6846
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - loss: 0.6868
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.6807
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6851
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.7175
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7229
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7290
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6729
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7086
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7173
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7012
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6927
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6993
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7482
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7100
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6873
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.7093
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6950
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.6649
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - loss: 0.6970
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7237
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7284
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 749us/step - loss: 0.7124
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7047
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6913  
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7167  
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6806  
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6975
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6840
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - loss: 0.7116
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7056
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7229
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6923
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7019
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.7060
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6764
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - loss: 0.6973
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6941  
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7009
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - loss: 0.7106
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7087
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6992
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - loss: 0.7221
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6817
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6882
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - loss: 0.6923
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7113
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - loss: 0.7097
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7081
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - loss: 0.6921
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - loss: 0.7145
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6948
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7086
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6931
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - loss: 0.6978
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7092
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7073
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7088
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7036  
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.6916
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7049  
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7092
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - loss: 0.6914
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7148
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.6839
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7167
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.6925
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - loss: 0.7168
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7020
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7139
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7235
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - loss: 0.6959
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7116 
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - loss: 0.6957
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - loss: 0.6792
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - loss: 0.6864
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6867
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7175
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - loss: 0.7017
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7176
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - loss: 0.6987
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7025
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7021
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6794
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7166
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6938
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.7030
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7144
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.7040
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6771
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - loss: 0.7006
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - loss: 0.6816
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7244
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - loss: 0.7033
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6950
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7142
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6941
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6891  
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7012
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.7058
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - loss: 0.6960
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6877
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7000
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6902
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7079  
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6966
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7149
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7021
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - loss: 0.6955
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7093  
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7035
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.7049
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7203
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7151
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7108
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.7092
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6883
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - loss: 0.7274
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6911
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 975us/step - loss: 0.7259
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6882
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.7031
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - loss: 0.7321
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6819
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.6987
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6794  
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6954
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6974  
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7108
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7151
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6789
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6886
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - loss: 0.7095
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - loss: 0.6943
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7051
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - loss: 0.6959
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6764
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7180
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7214
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7211
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7000
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7110
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.7089
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7082
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - loss: 0.6845
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6904
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7111
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6894  
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - loss: 0.6912
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 817us/step - loss: 0.6972
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - loss: 0.7065
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.7049
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7112
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6973
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6911
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7072
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6841
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6924
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6800
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7275
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7131
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7042
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7155  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7246
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - loss: 0.6965
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6844
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7049
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7069
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7085
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6909
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7181
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6944
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6886
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6985
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6922
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6993
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7059
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7063
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7137
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6963
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7017
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7135
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7200
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - loss: 0.6862
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6866
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7104
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - loss: 0.7252
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7051
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7070
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6934
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6966
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7253
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6901
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.7177
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.7471
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6763
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.7164
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - loss: 0.7155
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - loss: 0.7078
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - loss: 0.7006
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7030
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - loss: 0.6991
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7063
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - loss: 0.6942
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 955us/step - loss: 0.7107
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7108
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - loss: 0.7078
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6982
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6944
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6899
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6995
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6865
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7021
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6794
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - loss: 0.6819
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - loss: 0.7160
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7200
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6881
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7259
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6947  
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6998
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7178
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7234
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6882
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7134
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7028
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - loss: 0.6985
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7764  
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - loss: 0.7066
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - loss: 0.7199
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7018
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6886
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7021
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6821
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6915
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6920
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6904
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6908
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6860
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6892
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6841
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6872
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6865
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6872
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6731
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6755
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6855
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6731
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6734
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6730
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6681
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6840
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6695
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6626
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6722
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6537
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6735
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6639
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6507
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6566
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6677
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6539
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6289
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6238
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6325
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6611
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6520
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6368
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.6358
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5930
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - loss: 0.6225
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6331
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6007
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6338
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6332
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.6147
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5942
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5863
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5826
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5912
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5803
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5820
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5811
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5466
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5636
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5621
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5456
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5656
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5453
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5305
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4900
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5031
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4518
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4680
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.4279
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.4063
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - loss: 0.4188
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3501
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3388
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - loss: 0.3067
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3626
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3000
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3222
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - loss: 0.3351
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3976
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3274
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - loss: 0.3068
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - loss: 0.3882
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - loss: 0.2438
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2977
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.3065
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2921
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - loss: 0.2723
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 795us/step - loss: 0.3144
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - loss: 0.2815
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - loss: 0.3426
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2863
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - loss: 0.3894
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3149
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.2695
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.3039
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3452
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.2623
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3290
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - loss: 0.2835
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.2848
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.3018
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2709
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3363
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2821 
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4014
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3609
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2559
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2678
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - loss: 0.2791
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - loss: 0.3056
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3243
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 973us/step - loss: 0.2783
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2945
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.2776
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3091
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.2856
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3382
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2621
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.3093
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2739
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3622
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3087
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 837us/step - loss: 0.3153
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.2948
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3100
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 822us/step - loss: 0.3034
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2109
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - loss: 0.3195
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.2860
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - loss: 0.2596
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - loss: 0.3068
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1911
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 818us/step - loss: 0.2775
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2893
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - loss: 0.3299
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3236
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - loss: 0.2807
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2294
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2162
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3356
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3047
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2953
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.2425
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2641
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2350
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - loss: 0.3218
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3024
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - loss: 0.2679
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2311
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.3706
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2040
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - loss: 0.2524
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3214
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.2801
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2953
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.2516
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - loss: 0.2594
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2897
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.2573
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2312
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.2874
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2447
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.2546
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - loss: 0.2818
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2435
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - loss: 0.2607
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3026
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - loss: 0.2877
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2310
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - loss: 0.2947
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - loss: 0.2734
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2713
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2365
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2691
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - loss: 0.3517
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2412
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - loss: 0.2171
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - loss: 0.2471
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 792us/step - loss: 0.2957
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - loss: 0.2440
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2279
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 965us/step - loss: 0.2295
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2940  
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2688
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2240
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2359
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2181
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2022
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3287
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2695
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - loss: 0.2289
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2772
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2270
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2334
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - loss: 0.2327
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - loss: 0.2534
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2728
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2494 
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2839
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2891
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.2856
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 866us/step - loss: 0.2345
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2531  
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.2881
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - loss: 0.2607
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3095
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.3234
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 883us/step - loss: 0.3403
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2646
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.2028
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2124
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - loss: 0.2181
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2634
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - loss: 0.2335
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.3243
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.2555
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 859us/step - loss: 0.2453
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2682
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - loss: 0.2693
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1929
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2797
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - loss: 0.2475
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.2072
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1951 
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2166
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - loss: 0.2925
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1656
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - loss: 0.2363
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2140
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.3032
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - loss: 0.2119
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1843
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2359
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2460
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.2123
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3068
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1934
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.2355
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1542
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - loss: 0.1482
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1741
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 912us/step - loss: 0.2352
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2391
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - loss: 0.2157
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2146
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - loss: 0.2250
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2637
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.2666
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - loss: 0.1760
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2204  
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - loss: 0.1625
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2004
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2630
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2052
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.1571
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2098
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - loss: 0.2140
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1734
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2018
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2823
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3002  
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2009
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.1790
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1857
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.1873
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2415
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.1980
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1933
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.1248
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1842
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 834us/step - loss: 0.1959
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1655
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - loss: 0.1979
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2068
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - loss: 0.1858
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1897
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.2114
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1722
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - loss: 0.1847
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1989
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - loss: 0.1447
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2166
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1918
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2490
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.1434
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1788
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2142  
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2098
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - loss: 0.1642
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1834
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - loss: 0.1673
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1889
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - loss: 0.1855
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1749
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2466
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1899
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1520
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2135
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1590
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1078
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1733  
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2429
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.1570
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1742
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - loss: 0.1765
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1857
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.1216
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1713
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 849us/step - loss: 0.1821
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1092
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.1318
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1574
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - loss: 0.1228
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1701
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1517
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1597
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 863us/step - loss: 0.1310
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - loss: 0.1644
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1864
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1356
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - loss: 0.2163
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1698
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - loss: 0.1313
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1547
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - loss: 0.1442
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1433
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.1210
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2004
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.1570
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1832
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 970us/step - loss: 0.1396
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1101
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.1863
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1760
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.1492
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1457
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1756
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - loss: 0.1541
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1377
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 959us/step - loss: 0.1464
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2098
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1704
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - loss: 0.1471
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1291
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1331
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.1727
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 891us/step - loss: 0.1405
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1275
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - loss: 0.1097
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1957
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1339
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1136
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.1809
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1352
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.1245
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1132
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1241  
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1295
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.1629
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1174
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1343
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1882
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 789us/step - loss: 0.1203
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1261
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.1356
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1198
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 974us/step - loss: 0.1188
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1255
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.1334
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0895
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1052  
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0977
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.1106
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1081
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1077
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1537
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1759
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1304
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - loss: 0.1264
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1435
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1615
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1621
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.1415
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1419
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - loss: 0.1437
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1638
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1140 
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 940us/step - loss: 0.1208
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1755  
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - loss: 0.1360
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1214
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - loss: 0.1560
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1214
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1299
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1425
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1310
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1617
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 856us/step - loss: 0.0922
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1427
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - loss: 0.1132
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1886
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1234
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1400 
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - loss: 0.8602
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7794
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.8579
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7776
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7687  
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.7907
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.7685
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7477
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.6723
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6877
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - loss: 0.7066
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7007
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.7167
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.7033
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.6696
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6562
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.6693
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6819
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - loss: 0.6604
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6687
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6668
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6492
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6571
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6419
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - loss: 0.6294
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6624
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.6391
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6645
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6459
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6131
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6179
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.6131
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 854us/step - loss: 0.6192
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6401
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - loss: 0.5971
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6065
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - loss: 0.5917
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5985
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6103
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5910
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5556  
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5314
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5443
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5390
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5043
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5197
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4734
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4942
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 957us/step - loss: 0.4648
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4671
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - loss: 0.4494
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4705
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4656
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4782
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4586
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.4550
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4238  
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4695
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4255
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 952us/step - loss: 0.4097
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4084
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - loss: 0.3993
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4600
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3852
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3875
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3925
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - loss: 0.4172
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - loss: 0.3512
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - loss: 0.3775
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3483  
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3848
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3764  
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3759
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - loss: 0.3528
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3679
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - loss: 0.3658
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3911
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3752  
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3079
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.3099
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3239
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3493
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4008
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3044
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3702
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 884us/step - loss: 0.3876
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3783
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - loss: 0.3613
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3647
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2978
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4025
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3623
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3891
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3701
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3399
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3851
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3119
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3158
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - loss: 0.3371
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3535
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.3222
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3815
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - loss: 0.3176
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3294
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2789
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3296
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3722
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4312
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - loss: 0.2794
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2919
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - loss: 0.4262
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3660
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - loss: 0.2925
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3256
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.3665
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2882
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3265
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2966
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3228
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3243
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.3224
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3761
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 913us/step - loss: 0.2915
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2780
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2881
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2713
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.3012
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2628
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.2698
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3794
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 869us/step - loss: 0.3108
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3238
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 871us/step - loss: 0.2938
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3715
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2690
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3685
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4007  
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3200
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3514
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2970
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.3113
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3676
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - loss: 0.3046
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2938
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2764
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2749
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3969
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2768
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.3478
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2495
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - loss: 0.3414
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3256
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 853us/step - loss: 0.2844
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2967
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2624
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2697
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - loss: 0.3099
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3644
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3135
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3525
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2959
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2693
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3229
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2702
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.3210
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - loss: 0.3063
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2702
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - loss: 0.3062
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2978
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3026
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3381
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2422
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.4109
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3404
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - loss: 0.3307
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3116
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.3196
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2967
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - loss: 0.3602
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2803
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2586
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2817
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2638
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2929
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3651
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2728  
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2463
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 886us/step - loss: 0.3560
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2745
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2721
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2327
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2874
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2751
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3068
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3504
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2762
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2399
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3285
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2141
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3404
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3472
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3084
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - loss: 0.2953
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2475
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2227
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3101
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3039
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2577
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2782
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3722
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2910
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2607
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3138
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2535
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2841
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2675
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2262
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3209
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2786
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2173
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3481
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3296
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2619
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3034
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3440
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.3053
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3057
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.2669
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3144
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2625
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2619
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3059
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2301
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3055
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 889us/step - loss: 0.3064
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.2398
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2315
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2335
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2579
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2450  
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2975
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2571
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 893us/step - loss: 0.2620
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.3517
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2758
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - loss: 0.2664
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3053
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.3087
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.2845
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 877us/step - loss: 0.3697
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.2023
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3526
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.2672
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2081
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 832us/step - loss: 0.2606
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2723  
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 927us/step - loss: 0.2444
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3074
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2171
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2656
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.3435
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2223
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - loss: 0.2347
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2346
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - loss: 0.3382
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - loss: 0.2871
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3729
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 902us/step - loss: 0.2514
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2496
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.3015
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2213
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - loss: 0.2511
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.2645
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3084
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2388
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.3001
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2615  
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.2568
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2859
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2558
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2525
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2332
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - loss: 0.2197
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2922
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - loss: 0.2772
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.2562
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2672
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.2599
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2003
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2609  
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.2891
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3415
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.2613
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2471
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.3470
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - loss: 0.2321
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2351
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3056
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2836
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2636  
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2290
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - loss: 0.3091
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2790
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - loss: 0.2534
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2250
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 843us/step - loss: 0.2642
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 978us/step - loss: 0.2892
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2620
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - loss: 0.2645
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2899
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2651
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 821us/step - loss: 0.2827
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2128
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3561
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 855us/step - loss: 0.2420
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2202
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3211
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.2056
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3564
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 838us/step - loss: 0.2522
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2572
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - loss: 0.2429
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.3388
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2476
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3237
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2056
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3260
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3333
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3054
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2036
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1742
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2305
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2471
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2171
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1485
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2845
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2869
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2616  
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2145  
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2676
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1811
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - loss: 0.2681
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2615
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2577
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3029
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2184
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2578
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2756
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2651
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2188
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2448
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2402
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3032
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2494
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2204
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1887
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3117
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2366
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2402
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2604
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2130
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2441
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2885
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2463
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2748
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2396
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1814
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2571
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2143
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1916
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2949
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2138
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2660
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2419
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3200
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2219
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2808
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2723
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2994
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2700
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.2263
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2317
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2253
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2015
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2545
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2385
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3049
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2300
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2258
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3089
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2729
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3072
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2149
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2505
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2284
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2568
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3013
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2688
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 930us/step - loss: 0.2855
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - loss: 0.2411 
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2602 
Epoch 1/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 3s 1ms/step - loss: 0.7546
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.6597
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6148
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6147
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.5791
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.6143
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.5615
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5215
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.5181
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.5036
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4795 
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - loss: 0.4745
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4708
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4527
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4542
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.4577
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 931us/step - loss: 0.4143
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4045
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - loss: 0.4121
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3951
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 895us/step - loss: 0.4327
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4359  
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3580
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3900
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4050
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3745
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3462
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3640
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3527
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3271
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3341
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.4174
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.3237
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3533
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.3303
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3221
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - loss: 0.3130
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3059
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2887
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3035
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2906
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 841us/step - loss: 0.4126
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2861
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3813
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.2520
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2744
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 870us/step - loss: 0.2544
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.3131
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2934
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2629
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - loss: 0.2655
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 928us/step - loss: 0.2563
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2601
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2478
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2606
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - loss: 0.2565
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2274
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2150
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2349
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2632
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2650
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 897us/step - loss: 0.2099
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2705
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2326
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2121
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2767
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2794
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - loss: 0.2106
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2686
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2568
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - loss: 0.1825
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2253
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 861us/step - loss: 0.2963
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.2550
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2506
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2069
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.2277
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2420
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2269
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - loss: 0.1869
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.2785
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - loss: 0.2097
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2118
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1984
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1660
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.2179
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - loss: 0.2138
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2196
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2575
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1772
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2449
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1922
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1713
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.2350
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1805
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1681
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1893
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.1801
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2021
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - loss: 0.2105
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2792
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 839us/step - loss: 0.1880
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1879
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2102
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 885us/step - loss: 0.2060
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1871
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1913
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1956
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2215
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2028
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.2153
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2188
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.2404
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - loss: 0.2153
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1852
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.1855
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.2243
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1719
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 915us/step - loss: 0.2179
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1992
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2072  
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1759
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - loss: 0.1879
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1643
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1359
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1592
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2194
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1612
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1341  
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1827
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.1946
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1861
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - loss: 0.2370
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - loss: 0.1821
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.2222
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1812
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1680
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1544
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - loss: 0.1633
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1857
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1573
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1688
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1485
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1408
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1515
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - loss: 0.1351
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1536
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - loss: 0.1209
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1632
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 968us/step - loss: 0.1466
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - loss: 0.1326
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1362
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1456
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1547
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1269
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1366
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 944us/step - loss: 0.1488
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1659
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 896us/step - loss: 0.1945
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1127
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1367
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1464
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1324
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1410
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0857  
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1438
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.1012
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - loss: 0.2003
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1017
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 865us/step - loss: 0.1257
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1660
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - loss: 0.0864
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1068
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1391
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1679
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1116
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - loss: 0.1412
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0970
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1277
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1328
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1062   
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - loss: 0.1522
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0900
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1229  
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1073
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0901
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - loss: 0.0907
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1260
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1521
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 852us/step - loss: 0.1331
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1134
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - loss: 0.1039
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - loss: 0.1016
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0967  
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1168
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1131
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0889
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0962
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1087
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.0969
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0999
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1265
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 873us/step - loss: 0.1120
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1116
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - loss: 0.0929
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0968
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1161
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0913
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0689
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - loss: 0.1050
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1020
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0529
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - loss: 0.0718
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1587
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1063
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0915
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0743
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - loss: 0.0843
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0944
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1174
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1286
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1104
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - loss: 0.1046
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0532
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0972
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0557
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0901
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0950
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1087
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0824
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 919us/step - loss: 0.0667
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1210
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0960
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0891
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0738
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0602
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 953us/step - loss: 0.0746
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 872us/step - loss: 0.0713
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0603
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1103
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 882us/step - loss: 0.0496  
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0972
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0685
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0712
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - loss: 0.0624 
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0704
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0563    
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 922us/step - loss: 0.0865
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0632
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0636    
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.1168  
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0719
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0613
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0774
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0658
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 987us/step - loss: 0.0471  
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.0431
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0767    
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0790   
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 868us/step - loss: 0.0696
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0644
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 911us/step - loss: 0.0737
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0712
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 842us/step - loss: 0.0474
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0830
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0607
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0590
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0749
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - loss: 0.0489  
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 993us/step - loss: 0.0844
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - loss: 0.0515
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0676 
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0682    
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - loss: 0.0666  
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0478    
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - loss: 0.0760
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0472
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.0469
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0651
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0536    
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0608
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0593
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - loss: 0.0774
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0553    
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0636   
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 833us/step - loss: 0.0563  
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0400    
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - loss: 0.0447
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0497
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - loss: 0.0636  
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 938us/step - loss: 0.0380  
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0603  
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0397   
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0460 
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0475
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0351 
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0548
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0476   
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0430
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0497   
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0569
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0337
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0474    
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 881us/step - loss: 0.0515
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0512
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0457
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0461   
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0570
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0691    
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 941us/step - loss: 0.0366
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0431
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - loss: 0.0384  
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0706   
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 910us/step - loss: 0.0401  
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 921us/step - loss: 0.0388
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0385
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0427
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0343    
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0368    
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - loss: 0.0563
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.0533  
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0475
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 831us/step - loss: 0.0306
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0486   
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0487
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0441    
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 967us/step - loss: 0.0563
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0532
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0295
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0299
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0412    
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 986us/step - loss: 0.0531  
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0235   
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 920us/step - loss: 0.0323
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0441    
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0456  
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - loss: 0.0442  
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - loss: 0.0324
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - loss: 0.0350  
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - loss: 0.0333  
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0356    
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 844us/step - loss: 0.0513  
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0333   
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 935us/step - loss: 0.0257  
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0455    
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.0278
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 908us/step - loss: 0.0568
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0344    
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0381    
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0395
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0317   
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0378    
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0597
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0414
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - loss: 0.0626
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0457
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0265  
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 876us/step - loss: 0.0323
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0345
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0444
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0262    
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0425   
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0302    
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0365    
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0392    
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0502   
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0452    
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0371    
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0317   
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0688    
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - loss: 0.0474  
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0280
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 990us/step - loss: 0.0506  
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 943us/step - loss: 0.0239
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 982us/step - loss: 0.0202
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0343
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0312    
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 867us/step - loss: 0.0426
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0342    
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 898us/step - loss: 0.0307  
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0350
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0381    
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - loss: 0.0408  
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0243   
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0411   
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0328    
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - loss: 0.0303  
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - loss: 0.0169
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0313
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 951us/step - loss: 0.0213  
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0300
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0224    
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - loss: 0.0264  
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0258
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0386    
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0375    
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 946us/step - loss: 0.0239  
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0568
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - loss: 0.0276    
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 926us/step - loss: 0.0463  
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0346 
In [ ]:
scores
Out[ ]:
[0.05980195477604866,
 0.22596275806427002,
 0.6861329674720764,
 0.7012993097305298,
 0.12681254744529724,
 0.24772480130195618,
 0.030682284384965897]
In [ ]:
loss_opts = scores

fig, ax = plt.subplots()
ax.bar(optimizers, loss_opts)
ax.set_xlabel('Optimizer')
ax.set_xticklabels(optimizers, rotation=30)
ax.set_ylabel('Loss')
plt.title('Loss Based on Optimizer')
plt.show()
C:\Users\jomors\AppData\Local\Temp\ipykernel_22320\1440464884.py:6: UserWarning: FixedFormatter should only be used together with FixedLocator
  ax.set_xticklabels(optimizers, rotation=30)

Since we are looking for the lowest loss possible, the nadam optimizer wins out here. Now we can do a final analysis based on all of the above selections.

In [ ]:
model = Sequential()

# Add first layer
model.add(Dense(2, input_dim=2, activation='selu'))

# Add three hidden layers
model.add(Dense(2, activation='selu'))
model.add(Dense(2, activation='selu'))
model.add(Dense(2, activation='selu'))

# Add output layer
model.add(Dense(1, activation='sigmoid'))

model.compile(loss='binary_crossentropy', optimizer='nadam', metrics=['accuracy'])
model.fit(X, y, batch_size=2, epochs=400)
Epoch 1/400
c:\Users\jomors\AppData\Local\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:88: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)
80/80 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.5601 - loss: 1.1417
Epoch 2/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.5867 - loss: 0.9696
Epoch 3/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.4824 - loss: 1.0223
Epoch 4/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6218 - loss: 0.7891
Epoch 5/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6177 - loss: 0.7531
Epoch 6/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.5784 - loss: 0.7132
Epoch 7/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.6388 - loss: 0.6669
Epoch 8/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.6385 - loss: 0.6653
Epoch 9/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 900us/step - accuracy: 0.6913 - loss: 0.6244
Epoch 10/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7081 - loss: 0.6203
Epoch 11/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7244 - loss: 0.6125  
Epoch 12/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7891 - loss: 0.5723
Epoch 13/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8565 - loss: 0.5413
Epoch 14/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.7620 - loss: 0.5785 
Epoch 15/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8062 - loss: 0.5359
Epoch 16/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8303 - loss: 0.5032
Epoch 17/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7809 - loss: 0.5042
Epoch 18/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8500 - loss: 0.4524  
Epoch 19/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.8491 - loss: 0.4616
Epoch 20/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7972 - loss: 0.4688
Epoch 21/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8215 - loss: 0.4260
Epoch 22/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8104 - loss: 0.4385
Epoch 23/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8340 - loss: 0.3924
Epoch 24/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8367 - loss: 0.4033
Epoch 25/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8106 - loss: 0.4170
Epoch 26/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8617 - loss: 0.3365
Epoch 27/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8401 - loss: 0.3471
Epoch 28/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8621 - loss: 0.3646
Epoch 29/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8702 - loss: 0.3016
Epoch 30/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8833 - loss: 0.3306
Epoch 31/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8748 - loss: 0.3448
Epoch 32/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8470 - loss: 0.3804
Epoch 33/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.8315 - loss: 0.3770
Epoch 34/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.8583 - loss: 0.3089
Epoch 35/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8628 - loss: 0.2958
Epoch 36/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8119 - loss: 0.3892 
Epoch 37/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9108 - loss: 0.2543
Epoch 38/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8694 - loss: 0.3092
Epoch 39/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8834 - loss: 0.3062
Epoch 40/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8445 - loss: 0.3500
Epoch 41/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8732 - loss: 0.2907  
Epoch 42/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8321 - loss: 0.3530  
Epoch 43/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8602 - loss: 0.3062
Epoch 44/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8309 - loss: 0.3582
Epoch 45/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8424 - loss: 0.3349
Epoch 46/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8435 - loss: 0.3877
Epoch 47/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8720 - loss: 0.3239
Epoch 48/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.8263 - loss: 0.3629
Epoch 49/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8560 - loss: 0.3897
Epoch 50/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8443 - loss: 0.3846
Epoch 51/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8526 - loss: 0.2978
Epoch 52/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8441 - loss: 0.3188
Epoch 53/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 901us/step - accuracy: 0.9015 - loss: 0.2528
Epoch 54/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.8636 - loss: 0.3043
Epoch 55/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8431 - loss: 0.3572
Epoch 56/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8618 - loss: 0.3539  
Epoch 57/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8712 - loss: 0.3288
Epoch 58/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.8417 - loss: 0.3487
Epoch 59/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8117 - loss: 0.3579
Epoch 60/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 857us/step - accuracy: 0.8657 - loss: 0.2924
Epoch 61/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8850 - loss: 0.2714
Epoch 62/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8815 - loss: 0.2902
Epoch 63/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 958us/step - accuracy: 0.8264 - loss: 0.3436
Epoch 64/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8627 - loss: 0.2865
Epoch 65/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8772 - loss: 0.2942
Epoch 66/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8541 - loss: 0.3513
Epoch 67/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8205 - loss: 0.3721
Epoch 68/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8371 - loss: 0.3517   
Epoch 69/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 762us/step - accuracy: 0.7699 - loss: 0.3879
Epoch 70/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8711 - loss: 0.3118
Epoch 71/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8258 - loss: 0.3399
Epoch 72/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.8506 - loss: 0.3125
Epoch 73/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.8698 - loss: 0.2671
Epoch 74/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8525 - loss: 0.3118
Epoch 75/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8720 - loss: 0.2848
Epoch 76/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.7925 - loss: 0.3674
Epoch 77/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8232 - loss: 0.3373
Epoch 78/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 996us/step - accuracy: 0.8672 - loss: 0.3277
Epoch 79/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8245 - loss: 0.3398
Epoch 80/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 890us/step - accuracy: 0.8732 - loss: 0.3059
Epoch 81/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 880us/step - accuracy: 0.8174 - loss: 0.3626
Epoch 82/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 937us/step - accuracy: 0.8469 - loss: 0.3207
Epoch 83/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 956us/step - accuracy: 0.9278 - loss: 0.2231
Epoch 84/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8954 - loss: 0.2697
Epoch 85/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8864 - loss: 0.2802
Epoch 86/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8751 - loss: 0.2902
Epoch 87/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8423 - loss: 0.2987
Epoch 88/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8501 - loss: 0.3416
Epoch 89/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 875us/step - accuracy: 0.8696 - loss: 0.2997
Epoch 90/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8058 - loss: 0.3701
Epoch 91/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8137 - loss: 0.3703
Epoch 92/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8478 - loss: 0.3484
Epoch 93/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8535 - loss: 0.3387
Epoch 94/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8603 - loss: 0.2794
Epoch 95/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.8778 - loss: 0.2619
Epoch 96/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.8636 - loss: 0.2813
Epoch 97/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8802 - loss: 0.2803
Epoch 98/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8524 - loss: 0.3178
Epoch 99/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8468 - loss: 0.3568
Epoch 100/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8291 - loss: 0.3470
Epoch 101/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8695 - loss: 0.2731
Epoch 102/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 947us/step - accuracy: 0.8517 - loss: 0.3332
Epoch 103/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8402 - loss: 0.3188
Epoch 104/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8736 - loss: 0.2583
Epoch 105/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8985 - loss: 0.2378
Epoch 106/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8915 - loss: 0.2543
Epoch 107/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8458 - loss: 0.3290
Epoch 108/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8853 - loss: 0.2968
Epoch 109/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8138 - loss: 0.3719
Epoch 110/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8601 - loss: 0.3194  
Epoch 111/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8754 - loss: 0.2987  
Epoch 112/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8530 - loss: 0.2829  
Epoch 113/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7956 - loss: 0.4115
Epoch 114/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8678 - loss: 0.2924
Epoch 115/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 776us/step - accuracy: 0.8642 - loss: 0.3060
Epoch 116/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - accuracy: 0.8618 - loss: 0.3244
Epoch 117/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8513 - loss: 0.3073  
Epoch 118/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8321 - loss: 0.3902  
Epoch 119/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 904us/step - accuracy: 0.8102 - loss: 0.3488
Epoch 120/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8429 - loss: 0.3086  
Epoch 121/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 977us/step - accuracy: 0.8507 - loss: 0.3643
Epoch 122/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.8496 - loss: 0.3329
Epoch 123/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9011 - loss: 0.2467
Epoch 124/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8716 - loss: 0.2933
Epoch 125/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8587 - loss: 0.3245
Epoch 126/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9020 - loss: 0.2976
Epoch 127/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 909us/step - accuracy: 0.8630 - loss: 0.3380
Epoch 128/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 850us/step - accuracy: 0.8503 - loss: 0.2830
Epoch 129/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8575 - loss: 0.3012
Epoch 130/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8664 - loss: 0.3007
Epoch 131/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 906us/step - accuracy: 0.8774 - loss: 0.3097
Epoch 132/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8575 - loss: 0.2947
Epoch 133/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8625 - loss: 0.3522
Epoch 134/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 894us/step - accuracy: 0.8659 - loss: 0.2962
Epoch 135/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 864us/step - accuracy: 0.8831 - loss: 0.2706
Epoch 136/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 683us/step - accuracy: 0.8409 - loss: 0.3536
Epoch 137/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 829us/step - accuracy: 0.8611 - loss: 0.2900
Epoch 138/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8828 - loss: 0.2762
Epoch 139/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 892us/step - accuracy: 0.8490 - loss: 0.3207
Epoch 140/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8094 - loss: 0.4283
Epoch 141/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8776 - loss: 0.2937
Epoch 142/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 969us/step - accuracy: 0.8996 - loss: 0.2756
Epoch 143/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 983us/step - accuracy: 0.8816 - loss: 0.3410
Epoch 144/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8849 - loss: 0.3026
Epoch 145/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 999us/step - accuracy: 0.8926 - loss: 0.3157
Epoch 146/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8732 - loss: 0.3094  
Epoch 147/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.8873 - loss: 0.3019
Epoch 148/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 985us/step - accuracy: 0.8799 - loss: 0.2772
Epoch 149/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8887 - loss: 0.2606
Epoch 150/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8633 - loss: 0.3702  
Epoch 151/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8822 - loss: 0.3229
Epoch 152/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8847 - loss: 0.3023
Epoch 153/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8923 - loss: 0.2778
Epoch 154/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8569 - loss: 0.2694
Epoch 155/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8601 - loss: 0.3368
Epoch 156/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8723 - loss: 0.2740
Epoch 157/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 805us/step - accuracy: 0.8661 - loss: 0.2950
Epoch 158/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8122 - loss: 0.3832  
Epoch 159/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8951 - loss: 0.2872
Epoch 160/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8517 - loss: 0.3596
Epoch 161/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8720 - loss: 0.3112
Epoch 162/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8488 - loss: 0.3208
Epoch 163/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8808 - loss: 0.3507  
Epoch 164/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8355 - loss: 0.3396
Epoch 165/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 989us/step - accuracy: 0.8504 - loss: 0.3262
Epoch 166/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8740 - loss: 0.3428  
Epoch 167/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8945 - loss: 0.2767  
Epoch 168/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 948us/step - accuracy: 0.8858 - loss: 0.2853
Epoch 169/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8971 - loss: 0.3051  
Epoch 170/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8300 - loss: 0.3235
Epoch 171/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8457 - loss: 0.3269
Epoch 172/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8879 - loss: 0.2802
Epoch 173/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.8346 - loss: 0.3415
Epoch 174/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8665 - loss: 0.2942
Epoch 175/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8311 - loss: 0.3951
Epoch 176/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8592 - loss: 0.3058  
Epoch 177/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8761 - loss: 0.3220
Epoch 178/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9053 - loss: 0.2515
Epoch 179/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9183 - loss: 0.2448
Epoch 180/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8894 - loss: 0.2954
Epoch 181/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9130 - loss: 0.2310
Epoch 182/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8701 - loss: 0.3019
Epoch 183/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8545 - loss: 0.3282
Epoch 184/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8351 - loss: 0.3681  
Epoch 185/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 949us/step - accuracy: 0.8715 - loss: 0.3301
Epoch 186/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8451 - loss: 0.3534
Epoch 187/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9129 - loss: 0.2626
Epoch 188/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9218 - loss: 0.2261
Epoch 189/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9047 - loss: 0.2713
Epoch 190/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8630 - loss: 0.3692
Epoch 191/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9227 - loss: 0.2612
Epoch 192/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 797us/step - accuracy: 0.8983 - loss: 0.2932
Epoch 193/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 828us/step - accuracy: 0.8362 - loss: 0.3555
Epoch 194/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 766us/step - accuracy: 0.8905 - loss: 0.2895
Epoch 195/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.8517 - loss: 0.3186
Epoch 196/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8934 - loss: 0.2935
Epoch 197/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8477 - loss: 0.3405
Epoch 198/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8884 - loss: 0.2712
Epoch 199/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 907us/step - accuracy: 0.8511 - loss: 0.3283
Epoch 200/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.8783 - loss: 0.2782
Epoch 201/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8512 - loss: 0.3130
Epoch 202/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8640 - loss: 0.3570
Epoch 203/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 966us/step - accuracy: 0.8535 - loss: 0.3115
Epoch 204/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8872 - loss: 0.2896
Epoch 205/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8747 - loss: 0.3200
Epoch 206/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 846us/step - accuracy: 0.8825 - loss: 0.2724
Epoch 207/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 899us/step - accuracy: 0.8875 - loss: 0.2937
Epoch 208/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8857 - loss: 0.2947
Epoch 209/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.8968 - loss: 0.2759
Epoch 210/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8532 - loss: 0.3350
Epoch 211/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8632 - loss: 0.3569
Epoch 212/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8801 - loss: 0.2754
Epoch 213/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8995 - loss: 0.2570
Epoch 214/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 793us/step - accuracy: 0.8433 - loss: 0.3463
Epoch 215/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8912 - loss: 0.2947
Epoch 216/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9094 - loss: 0.2462
Epoch 217/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8794 - loss: 0.2751  
Epoch 218/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8312 - loss: 0.3399
Epoch 219/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8705 - loss: 0.3112
Epoch 220/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8749 - loss: 0.2974
Epoch 221/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9290 - loss: 0.2011
Epoch 222/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9023 - loss: 0.2567
Epoch 223/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8666 - loss: 0.3848
Epoch 224/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8977 - loss: 0.2378
Epoch 225/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 924us/step - accuracy: 0.8186 - loss: 0.4117
Epoch 226/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8919 - loss: 0.2924
Epoch 227/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8673 - loss: 0.2792
Epoch 228/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8704 - loss: 0.3169
Epoch 229/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 879us/step - accuracy: 0.8182 - loss: 0.3989
Epoch 230/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.8920 - loss: 0.2833
Epoch 231/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 914us/step - accuracy: 0.8804 - loss: 0.2801
Epoch 232/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 936us/step - accuracy: 0.8705 - loss: 0.3539
Epoch 233/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 858us/step - accuracy: 0.8658 - loss: 0.2872
Epoch 234/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.9110 - loss: 0.2669
Epoch 235/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8869 - loss: 0.2769
Epoch 236/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.8670 - loss: 0.3140
Epoch 237/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 963us/step - accuracy: 0.8570 - loss: 0.3437
Epoch 238/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8639 - loss: 0.2912
Epoch 239/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8733 - loss: 0.2757
Epoch 240/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 972us/step - accuracy: 0.9091 - loss: 0.2301
Epoch 241/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8304 - loss: 0.4059
Epoch 242/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.8206 - loss: 0.4281
Epoch 243/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 961us/step - accuracy: 0.8741 - loss: 0.2998
Epoch 244/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8977 - loss: 0.2782
Epoch 245/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 939us/step - accuracy: 0.9198 - loss: 0.2429
Epoch 246/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8580 - loss: 0.3018
Epoch 247/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 981us/step - accuracy: 0.8781 - loss: 0.3046
Epoch 248/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8850 - loss: 0.2978
Epoch 249/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9007 - loss: 0.2579
Epoch 250/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8867 - loss: 0.2778
Epoch 251/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8681 - loss: 0.3114
Epoch 252/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8864 - loss: 0.2859
Epoch 253/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8767 - loss: 0.2992
Epoch 254/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9082 - loss: 0.2727
Epoch 255/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8943 - loss: 0.2869
Epoch 256/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8418 - loss: 0.3855
Epoch 257/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8769 - loss: 0.3041
Epoch 258/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8305 - loss: 0.3318
Epoch 259/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 979us/step - accuracy: 0.8766 - loss: 0.2938
Epoch 260/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8787 - loss: 0.2876  
Epoch 261/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8627 - loss: 0.3211
Epoch 262/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 847us/step - accuracy: 0.8798 - loss: 0.3377
Epoch 263/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8750 - loss: 0.2977
Epoch 264/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8944 - loss: 0.2685
Epoch 265/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.2979
Epoch 266/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8840 - loss: 0.2975
Epoch 267/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.8912 - loss: 0.2549
Epoch 268/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 971us/step - accuracy: 0.8333 - loss: 0.3909 
Epoch 269/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8534 - loss: 0.3445
Epoch 270/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8597 - loss: 0.3842
Epoch 271/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8504 - loss: 0.3323
Epoch 272/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8355 - loss: 0.3872
Epoch 273/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 980us/step - accuracy: 0.9014 - loss: 0.2400
Epoch 274/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8857 - loss: 0.3028
Epoch 275/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9143 - loss: 0.2616
Epoch 276/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8852 - loss: 0.2913
Epoch 277/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 794us/step - accuracy: 0.8595 - loss: 0.3095
Epoch 278/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8777 - loss: 0.3297
Epoch 279/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8676 - loss: 0.3452
Epoch 280/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8755 - loss: 0.3009  
Epoch 281/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8910 - loss: 0.3174
Epoch 282/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8637 - loss: 0.3027  
Epoch 283/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8428 - loss: 0.3523
Epoch 284/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8396 - loss: 0.3379
Epoch 285/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.8397 - loss: 0.3406
Epoch 286/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8610 - loss: 0.3393
Epoch 287/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8497 - loss: 0.3545
Epoch 288/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8564 - loss: 0.3083
Epoch 289/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8652 - loss: 0.3368
Epoch 290/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 994us/step - accuracy: 0.8615 - loss: 0.3310
Epoch 291/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.8869 - loss: 0.3005
Epoch 292/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8470 - loss: 0.3536
Epoch 293/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8065 - loss: 0.4043   
Epoch 294/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 860us/step - accuracy: 0.8655 - loss: 0.3301
Epoch 295/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 932us/step - accuracy: 0.8672 - loss: 0.2976
Epoch 296/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8589 - loss: 0.3152
Epoch 297/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8547 - loss: 0.3311
Epoch 298/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8768 - loss: 0.3196  
Epoch 299/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8316 - loss: 0.3963  
Epoch 300/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8966 - loss: 0.2672
Epoch 301/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8394 - loss: 0.3531  
Epoch 302/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8527 - loss: 0.3449
Epoch 303/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 771us/step - accuracy: 0.8480 - loss: 0.3334
Epoch 304/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8577 - loss: 0.3321
Epoch 305/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8618 - loss: 0.3060  
Epoch 306/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8833 - loss: 0.2942
Epoch 307/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8699 - loss: 0.3305
Epoch 308/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8804 - loss: 0.3168  
Epoch 309/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8203 - loss: 0.3876
Epoch 310/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 929us/step - accuracy: 0.8783 - loss: 0.2715
Epoch 311/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8704 - loss: 0.3303
Epoch 312/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 923us/step - accuracy: 0.9090 - loss: 0.2327
Epoch 313/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.8754 - loss: 0.3293
Epoch 314/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8545 - loss: 0.3264
Epoch 315/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8487 - loss: 0.3238
Epoch 316/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8552 - loss: 0.3367
Epoch 317/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8727 - loss: 0.3436
Epoch 318/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.7926 - loss: 0.4542
Epoch 319/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 942us/step - accuracy: 0.8718 - loss: 0.2863
Epoch 320/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8319 - loss: 0.3702
Epoch 321/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 917us/step - accuracy: 0.8431 - loss: 0.3671
Epoch 322/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 964us/step - accuracy: 0.8490 - loss: 0.3641
Epoch 323/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 998us/step - accuracy: 0.8664 - loss: 0.3102
Epoch 324/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8881 - loss: 0.2739
Epoch 325/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8620 - loss: 0.3031
Epoch 326/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8732 - loss: 0.2998
Epoch 327/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 934us/step - accuracy: 0.8437 - loss: 0.3735
Epoch 328/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8757 - loss: 0.3076
Epoch 329/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8950 - loss: 0.2747
Epoch 330/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9333 - loss: 0.2358
Epoch 331/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8837 - loss: 0.3163  
Epoch 332/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8315 - loss: 0.3665  
Epoch 333/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 816us/step - accuracy: 0.8171 - loss: 0.3693
Epoch 334/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9107 - loss: 0.2782
Epoch 335/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9171 - loss: 0.2283
Epoch 336/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9007 - loss: 0.2757
Epoch 337/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8933 - loss: 0.2857
Epoch 338/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8533 - loss: 0.3223 
Epoch 339/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9168 - loss: 0.2846
Epoch 340/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8927 - loss: 0.2381
Epoch 341/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9187 - loss: 0.2314  
Epoch 342/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8811 - loss: 0.2996
Epoch 343/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9016 - loss: 0.2256  
Epoch 344/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8725 - loss: 0.3250
Epoch 345/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8475 - loss: 0.3110
Epoch 346/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8432 - loss: 0.3389
Epoch 347/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8545 - loss: 0.3591  
Epoch 348/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 997us/step - accuracy: 0.8476 - loss: 0.3808
Epoch 349/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.8866 - loss: 0.2864
Epoch 350/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8483 - loss: 0.3410
Epoch 351/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8835 - loss: 0.3058  
Epoch 352/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8843 - loss: 0.2927
Epoch 353/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 950us/step - accuracy: 0.8760 - loss: 0.2602
Epoch 354/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8696 - loss: 0.2764
Epoch 355/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8736 - loss: 0.3211
Epoch 356/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8756 - loss: 0.3185
Epoch 357/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8697 - loss: 0.3123
Epoch 358/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8163 - loss: 0.3864
Epoch 359/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8968 - loss: 0.2743
Epoch 360/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 984us/step - accuracy: 0.8862 - loss: 0.2686
Epoch 361/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8858 - loss: 0.2973
Epoch 362/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 878us/step - accuracy: 0.9061 - loss: 0.2604
Epoch 363/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8368 - loss: 0.3532
Epoch 364/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 888us/step - accuracy: 0.9000 - loss: 0.2792
Epoch 365/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8835 - loss: 0.2951
Epoch 366/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8544 - loss: 0.3354
Epoch 367/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8420 - loss: 0.3680
Epoch 368/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 976us/step - accuracy: 0.8499 - loss: 0.3488
Epoch 369/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8687 - loss: 0.3105
Epoch 370/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 992us/step - accuracy: 0.8816 - loss: 0.2570
Epoch 371/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8571 - loss: 0.3525
Epoch 372/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8696 - loss: 0.3195
Epoch 373/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9034 - loss: 0.2325
Epoch 374/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 960us/step - accuracy: 0.8563 - loss: 0.3728
Epoch 375/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9158 - loss: 0.2211
Epoch 376/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 887us/step - accuracy: 0.9038 - loss: 0.2664
Epoch 377/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8525 - loss: 0.2888
Epoch 378/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 781us/step - accuracy: 0.8688 - loss: 0.3335
Epoch 379/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8930 - loss: 0.2646
Epoch 380/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 933us/step - accuracy: 0.9107 - loss: 0.2315
Epoch 381/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.9028 - loss: 0.2841
Epoch 382/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 945us/step - accuracy: 0.8776 - loss: 0.3283
Epoch 383/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 775us/step - accuracy: 0.9022 - loss: 0.2509
Epoch 384/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9028 - loss: 0.2468
Epoch 385/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 995us/step - accuracy: 0.9056 - loss: 0.2834
Epoch 386/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8676 - loss: 0.2692
Epoch 387/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8611 - loss: 0.3229
Epoch 388/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8674 - loss: 0.2811
Epoch 389/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 862us/step - accuracy: 0.8894 - loss: 0.2755
Epoch 390/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8106 - loss: 0.3949
Epoch 391/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 962us/step - accuracy: 0.9243 - loss: 0.2505
Epoch 392/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8892 - loss: 0.3106
Epoch 393/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8836 - loss: 0.2901
Epoch 394/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 925us/step - accuracy: 0.8510 - loss: 0.3265
Epoch 395/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.9189 - loss: 0.2520
Epoch 396/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8771 - loss: 0.2823  
Epoch 397/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8560 - loss: 0.3586
Epoch 398/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8777 - loss: 0.3089
Epoch 399/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 918us/step - accuracy: 0.8835 - loss: 0.3138
Epoch 400/400
80/80 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - accuracy: 0.8720 - loss: 0.3350
Out[ ]:
<keras.src.callbacks.history.History at 0x265cdefe590>
In [ ]:
scores = model.evaluate(X, y)
scores, model.metrics_names
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 645us/step - accuracy: 0.8801 - loss: 0.2975
Out[ ]:
([0.30221015214920044, 0.8812500238418579], ['loss', 'compile_metrics'])
In [ ]:
plt.scatter(*zip(*X), c=model.predict(X))
5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step 
Out[ ]:
<matplotlib.collections.PathCollection at 0x265cf469110>

Observation¶

I am noticing that although I am selecitng the various parameters that perform best after the various cycles, final loss and accuracy are not near as good as what I was seeing in the previous cycles. The scatter plot certainly implies a lack of accuracy as well. My thought is that there is something not correct in my for loops in the above sections, and the models resulting from them are not correct.

Part 2 - BYOD¶

In [ ]:
import pandas as pd

# Load the dataset
apples = pd.read_csv('apple_quality.csv')
# Drop the unneeded ID
apples = apples.drop(['A_id'], axis = 1)

# Check the number of good and bad apples
apples.Quality.value_counts()
Out[ ]:
Quality
good    2004
bad     1996
Name: count, dtype: int64
In [ ]:
# Convert the Quality field to 1 for good and 0 for bad.
apples['Quality'] = np.where(apples['Quality'] == 'good', 1, 0)

# Check the number of 1s and 0s - this shoudl align to good and bad above
apples.Quality.value_counts()
Out[ ]:
Quality
1    2004
0    1996
Name: count, dtype: int64
In [ ]:
apples.head()
Out[ ]:
Size Weight Sweetness Crunchiness Juiciness Ripeness Acidity Quality
0 -3.970049 -2.512336 5.346330 -1.012009 1.844900 0.329840 -0.491590 1
1 -1.195217 -2.839257 3.664059 1.588232 0.853286 0.867530 -0.722809 1
2 -0.292024 -1.351282 -1.738429 -0.342616 2.838636 -0.038033 2.621636 0
3 -0.657196 -2.271627 1.324874 -0.097875 3.637970 -3.413761 0.790723 1
4 1.364217 -1.296612 -0.384658 -0.553006 3.030874 -1.303849 0.501984 1
In [ ]:
# Create a set of X values by dropping the Quality classifier
XX = apples.drop(['Quality'], axis = 1)
# Drop the values least likely to impact quality
XX = XX.drop(['Size', 'Weight'], axis = 1)
# Convert the dataframe to a numpy array
XX = XX.values
XX.shape
Out[ ]:
(4000, 5)
In [ ]:
# Create a set of y values by selecting the Quality classifier
yy = apples['Quality']
# Convert the dataframe to a numpy array
yy = yy.values
yy
Out[ ]:
array([1, 1, 0, ..., 0, 1, 1])
In [ ]:
# initialize different optimizers
from keras.optimizers import SGD, RMSprop, Adagrad

sgd = SGD(learning_rate=0.01)
rmsprop = RMSprop(learning_rate=0.01)
adagrad = Adagrad(learning_rate=0.01)
In [ ]:
# Build a Sequential model
model = Sequential()

# Add first layer
model.add(Dense(12, input_dim=5, activation='relu'))

# Add two hidden layers
model.add(Dense(12, activation='relu'))
model.add(Dense(12, activation='relu'))
model.add(Dense(12, activation='relu'))
#model.add(Dense(12, activation='relu'))

# Add output layer
model.add(Dense(1, activation='sigmoid'))

#model.compile(loss='binary_crossentropy', optimizer=sgd, metrics=['accuracy'])
model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])
#model.compile(loss='binary_crossentropy', optimizer='adamw', metrics=['accuracy'])
#model.compile(loss='binary_crossentropy', optimizer='nadam', metrics=['accuracy'])

model.fit(XX, yy, batch_size=4, epochs=800)
Epoch 1/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 3s 1ms/step - accuracy: 0.6528 - loss: 0.6184
Epoch 2/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.7594 - loss: 0.4814
Epoch 3/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.7913 - loss: 0.4436
Epoch 4/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.7986 - loss: 0.4294
Epoch 5/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.7914 - loss: 0.4166
Epoch 6/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8095 - loss: 0.4018
Epoch 7/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8130 - loss: 0.3948
Epoch 8/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8184 - loss: 0.3817
Epoch 9/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8170 - loss: 0.3924
Epoch 10/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8274 - loss: 0.3755
Epoch 11/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8276 - loss: 0.3785
Epoch 12/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8285 - loss: 0.3745
Epoch 13/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8306 - loss: 0.3679
Epoch 14/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8297 - loss: 0.3513
Epoch 15/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8329 - loss: 0.3551
Epoch 16/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8354 - loss: 0.3542
Epoch 17/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8322 - loss: 0.3558
Epoch 18/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8355 - loss: 0.3680
Epoch 19/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8368 - loss: 0.3471
Epoch 20/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8461 - loss: 0.3387
Epoch 21/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8305 - loss: 0.3428
Epoch 22/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8437 - loss: 0.3382
Epoch 23/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8334 - loss: 0.3487
Epoch 24/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8345 - loss: 0.3444
Epoch 25/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8368 - loss: 0.3474
Epoch 26/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8403 - loss: 0.3414
Epoch 27/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8511 - loss: 0.3136
Epoch 28/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8530 - loss: 0.3242
Epoch 29/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8409 - loss: 0.3466
Epoch 30/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8444 - loss: 0.3372
Epoch 31/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8416 - loss: 0.3356
Epoch 32/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8339 - loss: 0.3475
Epoch 33/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8381 - loss: 0.3335
Epoch 34/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8499 - loss: 0.3291
Epoch 35/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8344 - loss: 0.3428
Epoch 36/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8367 - loss: 0.3415
Epoch 37/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8481 - loss: 0.3161
Epoch 38/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8378 - loss: 0.3396
Epoch 39/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8425 - loss: 0.3300
Epoch 40/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8415 - loss: 0.3316
Epoch 41/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8463 - loss: 0.3269
Epoch 42/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8407 - loss: 0.3384
Epoch 43/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8513 - loss: 0.3233
Epoch 44/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8402 - loss: 0.3348
Epoch 45/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8470 - loss: 0.3266
Epoch 46/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8324 - loss: 0.3378
Epoch 47/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8402 - loss: 0.3327
Epoch 48/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8362 - loss: 0.3291
Epoch 49/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8520 - loss: 0.3162
Epoch 50/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8400 - loss: 0.3240
Epoch 51/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8478 - loss: 0.3193
Epoch 52/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8399 - loss: 0.3197
Epoch 53/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8372 - loss: 0.3277
Epoch 54/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8540 - loss: 0.3133
Epoch 55/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8452 - loss: 0.3186
Epoch 56/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8452 - loss: 0.3141
Epoch 57/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8401 - loss: 0.3347
Epoch 58/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8516 - loss: 0.3098
Epoch 59/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8474 - loss: 0.3221
Epoch 60/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8388 - loss: 0.3345
Epoch 61/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8575 - loss: 0.3116
Epoch 62/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8498 - loss: 0.3195
Epoch 63/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8367 - loss: 0.3355
Epoch 64/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8601 - loss: 0.3043
Epoch 65/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8490 - loss: 0.3207
Epoch 66/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8486 - loss: 0.3127
Epoch 67/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8355 - loss: 0.3309
Epoch 68/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8487 - loss: 0.3243
Epoch 69/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8491 - loss: 0.3150
Epoch 70/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8502 - loss: 0.3091
Epoch 71/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8368 - loss: 0.3326
Epoch 72/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8583 - loss: 0.3125
Epoch 73/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8536 - loss: 0.3090
Epoch 74/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8435 - loss: 0.3151
Epoch 75/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8515 - loss: 0.3136
Epoch 76/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8487 - loss: 0.3245
Epoch 77/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8532 - loss: 0.3016
Epoch 78/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8514 - loss: 0.3157
Epoch 79/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8420 - loss: 0.3215
Epoch 80/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8446 - loss: 0.3145
Epoch 81/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8529 - loss: 0.3067
Epoch 82/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8474 - loss: 0.3234
Epoch 83/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8503 - loss: 0.3056
Epoch 84/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8469 - loss: 0.3148
Epoch 85/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8422 - loss: 0.3224
Epoch 86/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8376 - loss: 0.3258
Epoch 87/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8562 - loss: 0.2994
Epoch 88/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8564 - loss: 0.3090
Epoch 89/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8461 - loss: 0.3066
Epoch 90/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8476 - loss: 0.3076
Epoch 91/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8467 - loss: 0.3161
Epoch 92/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8474 - loss: 0.3262
Epoch 93/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8568 - loss: 0.3007
Epoch 94/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8487 - loss: 0.3173
Epoch 95/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8440 - loss: 0.3267
Epoch 96/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8434 - loss: 0.3076
Epoch 97/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8544 - loss: 0.3131
Epoch 98/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8466 - loss: 0.3093
Epoch 99/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8449 - loss: 0.3072
Epoch 100/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8629 - loss: 0.2938
Epoch 101/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8437 - loss: 0.3209
Epoch 102/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8509 - loss: 0.3096
Epoch 103/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8541 - loss: 0.3085
Epoch 104/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8380 - loss: 0.3247
Epoch 105/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8545 - loss: 0.3058
Epoch 106/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8567 - loss: 0.3000
Epoch 107/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8542 - loss: 0.2910
Epoch 108/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8622 - loss: 0.2869
Epoch 109/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8607 - loss: 0.2986
Epoch 110/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8568 - loss: 0.3053
Epoch 111/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8603 - loss: 0.3025
Epoch 112/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8582 - loss: 0.2984
Epoch 113/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8554 - loss: 0.3074
Epoch 114/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8511 - loss: 0.3152
Epoch 115/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8473 - loss: 0.3055
Epoch 116/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8572 - loss: 0.3098
Epoch 117/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8520 - loss: 0.3202
Epoch 118/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8565 - loss: 0.3117
Epoch 119/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8576 - loss: 0.3116
Epoch 120/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8619 - loss: 0.2991
Epoch 121/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8515 - loss: 0.2981
Epoch 122/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8557 - loss: 0.3055
Epoch 123/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8542 - loss: 0.2990
Epoch 124/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8614 - loss: 0.2940
Epoch 125/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8579 - loss: 0.3038
Epoch 126/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8535 - loss: 0.2961
Epoch 127/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8594 - loss: 0.2993
Epoch 128/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8554 - loss: 0.3065
Epoch 129/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8565 - loss: 0.2968
Epoch 130/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8547 - loss: 0.3061
Epoch 131/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8463 - loss: 0.3119
Epoch 132/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8573 - loss: 0.2942
Epoch 133/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8570 - loss: 0.2968
Epoch 134/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8633 - loss: 0.2952
Epoch 135/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8571 - loss: 0.3023
Epoch 136/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8473 - loss: 0.3034
Epoch 137/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8557 - loss: 0.2946
Epoch 138/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8517 - loss: 0.3139
Epoch 139/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8495 - loss: 0.3089
Epoch 140/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8686 - loss: 0.2917
Epoch 141/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8501 - loss: 0.2997
Epoch 142/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8595 - loss: 0.3017
Epoch 143/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8468 - loss: 0.3185
Epoch 144/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8529 - loss: 0.3168
Epoch 145/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8485 - loss: 0.3164
Epoch 146/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8564 - loss: 0.2978
Epoch 147/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8571 - loss: 0.2941
Epoch 148/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8586 - loss: 0.2927
Epoch 149/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8628 - loss: 0.2872
Epoch 150/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8606 - loss: 0.2909
Epoch 151/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8558 - loss: 0.3056
Epoch 152/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8625 - loss: 0.2930
Epoch 153/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8497 - loss: 0.3037
Epoch 154/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8435 - loss: 0.3070
Epoch 155/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8601 - loss: 0.2947
Epoch 156/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8572 - loss: 0.2955
Epoch 157/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8605 - loss: 0.2882
Epoch 158/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8621 - loss: 0.2921
Epoch 159/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8516 - loss: 0.3040
Epoch 160/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8592 - loss: 0.3030
Epoch 161/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8644 - loss: 0.2787
Epoch 162/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8544 - loss: 0.2972
Epoch 163/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8578 - loss: 0.2991
Epoch 164/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8534 - loss: 0.3007
Epoch 165/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8538 - loss: 0.3089
Epoch 166/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8610 - loss: 0.2948
Epoch 167/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8498 - loss: 0.3084
Epoch 168/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8559 - loss: 0.2987
Epoch 169/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8605 - loss: 0.2956
Epoch 170/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8627 - loss: 0.2891
Epoch 171/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8556 - loss: 0.2972
Epoch 172/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8686 - loss: 0.2926
Epoch 173/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8497 - loss: 0.2957
Epoch 174/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8778 - loss: 0.2843
Epoch 175/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8658 - loss: 0.2873
Epoch 176/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8590 - loss: 0.2913
Epoch 177/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8543 - loss: 0.2895
Epoch 178/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8645 - loss: 0.2825
Epoch 179/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8574 - loss: 0.2888
Epoch 180/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8604 - loss: 0.2915
Epoch 181/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8609 - loss: 0.2904
Epoch 182/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8550 - loss: 0.2919
Epoch 183/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8475 - loss: 0.3090
Epoch 184/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8524 - loss: 0.2997
Epoch 185/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8540 - loss: 0.2900
Epoch 186/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8500 - loss: 0.3083
Epoch 187/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8499 - loss: 0.3070
Epoch 188/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8613 - loss: 0.2871
Epoch 189/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8672 - loss: 0.2870
Epoch 190/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8699 - loss: 0.2875
Epoch 191/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8593 - loss: 0.3003
Epoch 192/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8606 - loss: 0.2977
Epoch 193/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8719 - loss: 0.2796
Epoch 194/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8692 - loss: 0.2712
Epoch 195/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8578 - loss: 0.2983
Epoch 196/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8612 - loss: 0.2814
Epoch 197/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8616 - loss: 0.2889
Epoch 198/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8611 - loss: 0.2951
Epoch 199/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8588 - loss: 0.2916
Epoch 200/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8690 - loss: 0.2841
Epoch 201/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8551 - loss: 0.2919
Epoch 202/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8598 - loss: 0.2943
Epoch 203/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8693 - loss: 0.2808
Epoch 204/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8582 - loss: 0.3001
Epoch 205/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8613 - loss: 0.2890
Epoch 206/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8532 - loss: 0.2902
Epoch 207/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8587 - loss: 0.2896
Epoch 208/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8657 - loss: 0.2868
Epoch 209/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8656 - loss: 0.2854
Epoch 210/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 986us/step - accuracy: 0.8642 - loss: 0.2843
Epoch 211/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8673 - loss: 0.2814
Epoch 212/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8614 - loss: 0.2840
Epoch 213/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8570 - loss: 0.3008
Epoch 214/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8657 - loss: 0.2772
Epoch 215/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8523 - loss: 0.2971
Epoch 216/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8591 - loss: 0.2852
Epoch 217/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8739 - loss: 0.2735
Epoch 218/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8578 - loss: 0.2950
Epoch 219/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8674 - loss: 0.2706
Epoch 220/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8723 - loss: 0.2819
Epoch 221/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8631 - loss: 0.2818
Epoch 222/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8706 - loss: 0.2711
Epoch 223/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8633 - loss: 0.2879
Epoch 224/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8663 - loss: 0.2813
Epoch 225/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8666 - loss: 0.2728
Epoch 226/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8733 - loss: 0.2783
Epoch 227/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8613 - loss: 0.2962
Epoch 228/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8696 - loss: 0.2783
Epoch 229/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8641 - loss: 0.2787
Epoch 230/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8634 - loss: 0.2864
Epoch 231/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8587 - loss: 0.2868
Epoch 232/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8616 - loss: 0.2733
Epoch 233/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8697 - loss: 0.2734
Epoch 234/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8638 - loss: 0.2808
Epoch 235/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8677 - loss: 0.2771
Epoch 236/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8713 - loss: 0.2656
Epoch 237/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8676 - loss: 0.2806
Epoch 238/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8647 - loss: 0.2991
Epoch 239/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8563 - loss: 0.2952
Epoch 240/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8652 - loss: 0.2780
Epoch 241/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8612 - loss: 0.2875
Epoch 242/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8623 - loss: 0.2905
Epoch 243/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8673 - loss: 0.2823
Epoch 244/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8637 - loss: 0.2809
Epoch 245/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8671 - loss: 0.2740
Epoch 246/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8705 - loss: 0.2837
Epoch 247/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8589 - loss: 0.2966
Epoch 248/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8620 - loss: 0.2912
Epoch 249/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8603 - loss: 0.2903
Epoch 250/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8615 - loss: 0.2864
Epoch 251/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8628 - loss: 0.2837
Epoch 252/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8704 - loss: 0.2825
Epoch 253/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8633 - loss: 0.2864
Epoch 254/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8742 - loss: 0.2682
Epoch 255/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8711 - loss: 0.2856
Epoch 256/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8565 - loss: 0.2814
Epoch 257/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8631 - loss: 0.2832
Epoch 258/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8744 - loss: 0.2713
Epoch 259/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8643 - loss: 0.2821
Epoch 260/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8701 - loss: 0.2817
Epoch 261/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8692 - loss: 0.2837
Epoch 262/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8658 - loss: 0.2880
Epoch 263/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8716 - loss: 0.2738
Epoch 264/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8682 - loss: 0.2702
Epoch 265/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8674 - loss: 0.2873
Epoch 266/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8783 - loss: 0.2670
Epoch 267/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8729 - loss: 0.2724
Epoch 268/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8698 - loss: 0.2690
Epoch 269/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8713 - loss: 0.2728
Epoch 270/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8660 - loss: 0.2810
Epoch 271/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8613 - loss: 0.2888
Epoch 272/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8537 - loss: 0.2958
Epoch 273/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8706 - loss: 0.2789
Epoch 274/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8669 - loss: 0.2820
Epoch 275/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8706 - loss: 0.2668
Epoch 276/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8726 - loss: 0.2791
Epoch 277/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8702 - loss: 0.2796
Epoch 278/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8625 - loss: 0.2739
Epoch 279/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8802 - loss: 0.2638
Epoch 280/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8714 - loss: 0.2738
Epoch 281/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8780 - loss: 0.2571
Epoch 282/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8690 - loss: 0.2718
Epoch 283/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8729 - loss: 0.2684
Epoch 284/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8724 - loss: 0.2795
Epoch 285/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8651 - loss: 0.2680
Epoch 286/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8662 - loss: 0.2791
Epoch 287/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8711 - loss: 0.2735
Epoch 288/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8686 - loss: 0.2634
Epoch 289/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8683 - loss: 0.2679
Epoch 290/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8631 - loss: 0.2729
Epoch 291/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8718 - loss: 0.2905
Epoch 292/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8692 - loss: 0.2706
Epoch 293/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8667 - loss: 0.2725
Epoch 294/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8633 - loss: 0.2732
Epoch 295/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8755 - loss: 0.2675
Epoch 296/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8736 - loss: 0.2721
Epoch 297/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8630 - loss: 0.2812
Epoch 298/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8655 - loss: 0.2872
Epoch 299/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8699 - loss: 0.2819
Epoch 300/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8679 - loss: 0.2700
Epoch 301/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8755 - loss: 0.2702
Epoch 302/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8741 - loss: 0.2722
Epoch 303/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8705 - loss: 0.2742
Epoch 304/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8645 - loss: 0.2687
Epoch 305/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8751 - loss: 0.2664
Epoch 306/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8668 - loss: 0.2734
Epoch 307/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8710 - loss: 0.2634
Epoch 308/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8759 - loss: 0.2682
Epoch 309/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8694 - loss: 0.2718
Epoch 310/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8813 - loss: 0.2603
Epoch 311/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8739 - loss: 0.2689
Epoch 312/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8779 - loss: 0.2695
Epoch 313/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8714 - loss: 0.2667
Epoch 314/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8729 - loss: 0.2610
Epoch 315/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8766 - loss: 0.2653
Epoch 316/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8776 - loss: 0.2672
Epoch 317/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8703 - loss: 0.2772
Epoch 318/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8700 - loss: 0.2703
Epoch 319/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8813 - loss: 0.2646
Epoch 320/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8764 - loss: 0.2768
Epoch 321/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8715 - loss: 0.2620
Epoch 322/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8687 - loss: 0.2783
Epoch 323/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8737 - loss: 0.2675
Epoch 324/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8746 - loss: 0.2582
Epoch 325/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8759 - loss: 0.2623
Epoch 326/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8774 - loss: 0.2665
Epoch 327/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8835 - loss: 0.2557
Epoch 328/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8723 - loss: 0.2691
Epoch 329/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8746 - loss: 0.2581
Epoch 330/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8656 - loss: 0.2737
Epoch 331/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8731 - loss: 0.2732
Epoch 332/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8831 - loss: 0.2608
Epoch 333/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8725 - loss: 0.2679
Epoch 334/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8734 - loss: 0.2788
Epoch 335/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8723 - loss: 0.2658
Epoch 336/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8710 - loss: 0.2573
Epoch 337/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8774 - loss: 0.2627
Epoch 338/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8683 - loss: 0.2732
Epoch 339/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8759 - loss: 0.2642
Epoch 340/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8816 - loss: 0.2588
Epoch 341/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8638 - loss: 0.2849
Epoch 342/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8675 - loss: 0.2674
Epoch 343/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8735 - loss: 0.2621
Epoch 344/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8806 - loss: 0.2651
Epoch 345/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8830 - loss: 0.2551
Epoch 346/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8779 - loss: 0.2643
Epoch 347/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8877 - loss: 0.2617
Epoch 348/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8769 - loss: 0.2642
Epoch 349/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8843 - loss: 0.2558
Epoch 350/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8765 - loss: 0.2680
Epoch 351/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8782 - loss: 0.2559
Epoch 352/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8775 - loss: 0.2614
Epoch 353/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8700 - loss: 0.2601
Epoch 354/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8788 - loss: 0.2637
Epoch 355/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8718 - loss: 0.2741
Epoch 356/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8740 - loss: 0.2573
Epoch 357/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8853 - loss: 0.2496
Epoch 358/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8713 - loss: 0.2642
Epoch 359/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8727 - loss: 0.2648
Epoch 360/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8683 - loss: 0.2785
Epoch 361/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8817 - loss: 0.2515
Epoch 362/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8825 - loss: 0.2587
Epoch 363/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8649 - loss: 0.2688
Epoch 364/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8844 - loss: 0.2614
Epoch 365/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8853 - loss: 0.2574
Epoch 366/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8882 - loss: 0.2523
Epoch 367/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8722 - loss: 0.2651
Epoch 368/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8783 - loss: 0.2634
Epoch 369/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8786 - loss: 0.2583
Epoch 370/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8796 - loss: 0.2626
Epoch 371/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8827 - loss: 0.2510
Epoch 372/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8809 - loss: 0.2527
Epoch 373/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8814 - loss: 0.2602
Epoch 374/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8837 - loss: 0.2608
Epoch 375/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8783 - loss: 0.2638
Epoch 376/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8783 - loss: 0.2556
Epoch 377/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8839 - loss: 0.2513
Epoch 378/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8707 - loss: 0.2706
Epoch 379/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8745 - loss: 0.2723
Epoch 380/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8807 - loss: 0.2549
Epoch 381/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8822 - loss: 0.2559
Epoch 382/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8804 - loss: 0.2599
Epoch 383/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8833 - loss: 0.2516
Epoch 384/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8800 - loss: 0.2471
Epoch 385/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8829 - loss: 0.2599
Epoch 386/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8815 - loss: 0.2526
Epoch 387/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8837 - loss: 0.2557
Epoch 388/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8693 - loss: 0.2705
Epoch 389/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8753 - loss: 0.2700
Epoch 390/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8824 - loss: 0.2536
Epoch 391/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8877 - loss: 0.2482
Epoch 392/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2569
Epoch 393/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8788 - loss: 0.2548
Epoch 394/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8726 - loss: 0.2619
Epoch 395/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8782 - loss: 0.2666
Epoch 396/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8858 - loss: 0.2470
Epoch 397/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8795 - loss: 0.2660
Epoch 398/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8799 - loss: 0.2587
Epoch 399/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8812 - loss: 0.2598
Epoch 400/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8813 - loss: 0.2607
Epoch 401/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8890 - loss: 0.2453
Epoch 402/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8773 - loss: 0.2575
Epoch 403/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8810 - loss: 0.2588
Epoch 404/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8783 - loss: 0.2648
Epoch 405/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8786 - loss: 0.2600
Epoch 406/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8771 - loss: 0.2587
Epoch 407/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8849 - loss: 0.2523
Epoch 408/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8861 - loss: 0.2483
Epoch 409/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8861 - loss: 0.2472
Epoch 410/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8846 - loss: 0.2535
Epoch 411/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8740 - loss: 0.2671
Epoch 412/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8887 - loss: 0.2559
Epoch 413/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8732 - loss: 0.2618
Epoch 414/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8910 - loss: 0.2500
Epoch 415/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8854 - loss: 0.2481
Epoch 416/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8774 - loss: 0.2669
Epoch 417/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8752 - loss: 0.2669
Epoch 418/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8863 - loss: 0.2388
Epoch 419/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8929 - loss: 0.2527
Epoch 420/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8780 - loss: 0.2643
Epoch 421/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8897 - loss: 0.2465
Epoch 422/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8824 - loss: 0.2582
Epoch 423/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2459
Epoch 424/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8848 - loss: 0.2537
Epoch 425/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8829 - loss: 0.2559
Epoch 426/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8815 - loss: 0.2489
Epoch 427/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8810 - loss: 0.2613
Epoch 428/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8845 - loss: 0.2498
Epoch 429/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8798 - loss: 0.2586
Epoch 430/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8756 - loss: 0.2599
Epoch 431/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8935 - loss: 0.2508
Epoch 432/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8761 - loss: 0.2531
Epoch 433/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8836 - loss: 0.2636
Epoch 434/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8797 - loss: 0.2561
Epoch 435/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8820 - loss: 0.2563
Epoch 436/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8854 - loss: 0.2510
Epoch 437/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8843 - loss: 0.2415
Epoch 438/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8806 - loss: 0.2431
Epoch 439/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8836 - loss: 0.2504
Epoch 440/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8880 - loss: 0.2503
Epoch 441/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8763 - loss: 0.2590
Epoch 442/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8823 - loss: 0.2440
Epoch 443/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8891 - loss: 0.2471
Epoch 444/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8798 - loss: 0.2562
Epoch 445/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8805 - loss: 0.2552
Epoch 446/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8831 - loss: 0.2481
Epoch 447/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8880 - loss: 0.2516
Epoch 448/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8783 - loss: 0.2596
Epoch 449/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8882 - loss: 0.2431
Epoch 450/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8795 - loss: 0.2507
Epoch 451/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8865 - loss: 0.2536
Epoch 452/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8870 - loss: 0.2425
Epoch 453/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8918 - loss: 0.2504
Epoch 454/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8822 - loss: 0.2532
Epoch 455/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8829 - loss: 0.2525
Epoch 456/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8874 - loss: 0.2391
Epoch 457/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8803 - loss: 0.2622
Epoch 458/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8879 - loss: 0.2479
Epoch 459/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8879 - loss: 0.2466
Epoch 460/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8814 - loss: 0.2547
Epoch 461/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8810 - loss: 0.2566
Epoch 462/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8777 - loss: 0.2542
Epoch 463/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8828 - loss: 0.2537
Epoch 464/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8826 - loss: 0.2567
Epoch 465/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8798 - loss: 0.2523
Epoch 466/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8812 - loss: 0.2473
Epoch 467/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2548
Epoch 468/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8907 - loss: 0.2446
Epoch 469/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8892 - loss: 0.2496
Epoch 470/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8686 - loss: 0.2683
Epoch 471/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8912 - loss: 0.2361
Epoch 472/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8890 - loss: 0.2378
Epoch 473/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8849 - loss: 0.2534
Epoch 474/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8839 - loss: 0.2516
Epoch 475/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8709 - loss: 0.2646
Epoch 476/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2433
Epoch 477/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8847 - loss: 0.2500
Epoch 478/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8774 - loss: 0.2502
Epoch 479/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8866 - loss: 0.2476
Epoch 480/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8923 - loss: 0.2460
Epoch 481/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8853 - loss: 0.2449
Epoch 482/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8923 - loss: 0.2444
Epoch 483/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8905 - loss: 0.2471
Epoch 484/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8840 - loss: 0.2348
Epoch 485/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8906 - loss: 0.2397
Epoch 486/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8945 - loss: 0.2377
Epoch 487/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8840 - loss: 0.2553
Epoch 488/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8829 - loss: 0.2497
Epoch 489/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8749 - loss: 0.2560
Epoch 490/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8895 - loss: 0.2470
Epoch 491/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8851 - loss: 0.2517
Epoch 492/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8835 - loss: 0.2426
Epoch 493/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8806 - loss: 0.2518
Epoch 494/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8773 - loss: 0.2573
Epoch 495/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8864 - loss: 0.2450
Epoch 496/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8980 - loss: 0.2340
Epoch 497/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8781 - loss: 0.2663
Epoch 498/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8691 - loss: 0.2646
Epoch 499/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8878 - loss: 0.2474
Epoch 500/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8843 - loss: 0.2410
Epoch 501/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8801 - loss: 0.2530
Epoch 502/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8985 - loss: 0.2335
Epoch 503/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8921 - loss: 0.2489
Epoch 504/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8781 - loss: 0.2466
Epoch 505/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8739 - loss: 0.2654
Epoch 506/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8874 - loss: 0.2407
Epoch 507/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8891 - loss: 0.2453
Epoch 508/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8852 - loss: 0.2431
Epoch 509/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8918 - loss: 0.2398
Epoch 510/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8940 - loss: 0.2393
Epoch 511/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8719 - loss: 0.2571
Epoch 512/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8897 - loss: 0.2403
Epoch 513/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8817 - loss: 0.2615
Epoch 514/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8847 - loss: 0.2575
Epoch 515/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8890 - loss: 0.2497
Epoch 516/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8851 - loss: 0.2479
Epoch 517/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8850 - loss: 0.2567
Epoch 518/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8859 - loss: 0.2513
Epoch 519/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8893 - loss: 0.2391
Epoch 520/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8973 - loss: 0.2306
Epoch 521/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8943 - loss: 0.2351
Epoch 522/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8837 - loss: 0.2521
Epoch 523/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8802 - loss: 0.2487
Epoch 524/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8839 - loss: 0.2602
Epoch 525/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8889 - loss: 0.2506
Epoch 526/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8808 - loss: 0.2608
Epoch 527/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8824 - loss: 0.2448
Epoch 528/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8879 - loss: 0.2477
Epoch 529/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8864 - loss: 0.2415
Epoch 530/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8921 - loss: 0.2380
Epoch 531/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8816 - loss: 0.2365
Epoch 532/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8903 - loss: 0.2423
Epoch 533/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8867 - loss: 0.2529
Epoch 534/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8955 - loss: 0.2332
Epoch 535/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8899 - loss: 0.2354
Epoch 536/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8915 - loss: 0.2405
Epoch 537/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8920 - loss: 0.2397
Epoch 538/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8810 - loss: 0.2468
Epoch 539/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8853 - loss: 0.2473
Epoch 540/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8905 - loss: 0.2410
Epoch 541/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8861 - loss: 0.2502
Epoch 542/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8866 - loss: 0.2404
Epoch 543/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8903 - loss: 0.2401
Epoch 544/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8841 - loss: 0.2569
Epoch 545/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8854 - loss: 0.2513
Epoch 546/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8834 - loss: 0.2502
Epoch 547/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8853 - loss: 0.2409
Epoch 548/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8790 - loss: 0.2584
Epoch 549/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8910 - loss: 0.2360
Epoch 550/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8874 - loss: 0.2437
Epoch 551/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8940 - loss: 0.2464
Epoch 552/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8878 - loss: 0.2380
Epoch 553/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8807 - loss: 0.2544
Epoch 554/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8946 - loss: 0.2313
Epoch 555/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8920 - loss: 0.2380
Epoch 556/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2485
Epoch 557/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8922 - loss: 0.2390
Epoch 558/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8926 - loss: 0.2333
Epoch 559/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8898 - loss: 0.2459
Epoch 560/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8933 - loss: 0.2416
Epoch 561/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8968 - loss: 0.2395
Epoch 562/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8853 - loss: 0.2522
Epoch 563/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8893 - loss: 0.2423
Epoch 564/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8882 - loss: 0.2368
Epoch 565/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2346
Epoch 566/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8754 - loss: 0.2572
Epoch 567/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8944 - loss: 0.2394
Epoch 568/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8935 - loss: 0.2367
Epoch 569/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8895 - loss: 0.2390
Epoch 570/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8835 - loss: 0.2448
Epoch 571/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8830 - loss: 0.2550
Epoch 572/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8947 - loss: 0.2400
Epoch 573/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8760 - loss: 0.2543
Epoch 574/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8979 - loss: 0.2271
Epoch 575/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8851 - loss: 0.2536
Epoch 576/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8977 - loss: 0.2255
Epoch 577/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8997 - loss: 0.2310
Epoch 578/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8976 - loss: 0.2383
Epoch 579/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8866 - loss: 0.2425
Epoch 580/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8838 - loss: 0.2504
Epoch 581/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8897 - loss: 0.2439
Epoch 582/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8888 - loss: 0.2438
Epoch 583/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8878 - loss: 0.2466
Epoch 584/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8847 - loss: 0.2498
Epoch 585/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8901 - loss: 0.2305
Epoch 586/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8871 - loss: 0.2413
Epoch 587/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8816 - loss: 0.2471
Epoch 588/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2365
Epoch 589/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8956 - loss: 0.2299
Epoch 590/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8871 - loss: 0.2456
Epoch 591/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8879 - loss: 0.2438
Epoch 592/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8954 - loss: 0.2402
Epoch 593/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8949 - loss: 0.2404
Epoch 594/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8901 - loss: 0.2360
Epoch 595/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8961 - loss: 0.2429
Epoch 596/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8891 - loss: 0.2475
Epoch 597/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8875 - loss: 0.2399
Epoch 598/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8859 - loss: 0.2393
Epoch 599/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8924 - loss: 0.2375
Epoch 600/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8916 - loss: 0.2432
Epoch 601/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8799 - loss: 0.2497
Epoch 602/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8951 - loss: 0.2315
Epoch 603/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8935 - loss: 0.2425
Epoch 604/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8850 - loss: 0.2422
Epoch 605/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8830 - loss: 0.2532
Epoch 606/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8845 - loss: 0.2440
Epoch 607/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8859 - loss: 0.2582
Epoch 608/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8903 - loss: 0.2432
Epoch 609/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8926 - loss: 0.2374
Epoch 610/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8948 - loss: 0.2319
Epoch 611/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8913 - loss: 0.2295
Epoch 612/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8909 - loss: 0.2418
Epoch 613/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2466
Epoch 614/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8960 - loss: 0.2229
Epoch 615/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8773 - loss: 0.2574
Epoch 616/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8937 - loss: 0.2406
Epoch 617/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8807 - loss: 0.2498
Epoch 618/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8892 - loss: 0.2401
Epoch 619/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8829 - loss: 0.2497
Epoch 620/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8866 - loss: 0.2463
Epoch 621/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8872 - loss: 0.2468
Epoch 622/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8871 - loss: 0.2413
Epoch 623/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8880 - loss: 0.2474
Epoch 624/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8925 - loss: 0.2315
Epoch 625/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8833 - loss: 0.2490
Epoch 626/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8889 - loss: 0.2390
Epoch 627/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8834 - loss: 0.2425
Epoch 628/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8918 - loss: 0.2327
Epoch 629/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8948 - loss: 0.2324
Epoch 630/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8906 - loss: 0.2470
Epoch 631/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8815 - loss: 0.2469
Epoch 632/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8954 - loss: 0.2241
Epoch 633/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8869 - loss: 0.2518
Epoch 634/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8845 - loss: 0.2403
Epoch 635/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8909 - loss: 0.2325
Epoch 636/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8961 - loss: 0.2332
Epoch 637/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8917 - loss: 0.2449
Epoch 638/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8954 - loss: 0.2505
Epoch 639/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8972 - loss: 0.2268
Epoch 640/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8952 - loss: 0.2298
Epoch 641/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8946 - loss: 0.2333
Epoch 642/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8843 - loss: 0.2484
Epoch 643/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8916 - loss: 0.2338
Epoch 644/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8830 - loss: 0.2417
Epoch 645/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2385
Epoch 646/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8882 - loss: 0.2393
Epoch 647/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8758 - loss: 0.2530
Epoch 648/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8906 - loss: 0.2455
Epoch 649/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8852 - loss: 0.2473
Epoch 650/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8951 - loss: 0.2338
Epoch 651/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8776 - loss: 0.2616
Epoch 652/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8917 - loss: 0.2405
Epoch 653/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8861 - loss: 0.2466
Epoch 654/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8958 - loss: 0.2322
Epoch 655/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8871 - loss: 0.2549
Epoch 656/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8920 - loss: 0.2325
Epoch 657/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8904 - loss: 0.2427
Epoch 658/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8898 - loss: 0.2330
Epoch 659/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8927 - loss: 0.2359
Epoch 660/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8901 - loss: 0.2481
Epoch 661/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8883 - loss: 0.2409
Epoch 662/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8955 - loss: 0.2316
Epoch 663/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8832 - loss: 0.2508
Epoch 664/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8893 - loss: 0.2317
Epoch 665/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8818 - loss: 0.2535
Epoch 666/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8932 - loss: 0.2393
Epoch 667/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8859 - loss: 0.2336
Epoch 668/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8809 - loss: 0.2354
Epoch 669/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8937 - loss: 0.2317
Epoch 670/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8966 - loss: 0.2336
Epoch 671/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8906 - loss: 0.2355
Epoch 672/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8716 - loss: 0.2524
Epoch 673/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.9028 - loss: 0.2276
Epoch 674/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2408
Epoch 675/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8875 - loss: 0.2389
Epoch 676/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8885 - loss: 0.2330
Epoch 677/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8823 - loss: 0.2487
Epoch 678/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2396
Epoch 679/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8896 - loss: 0.2328
Epoch 680/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8838 - loss: 0.2495
Epoch 681/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8889 - loss: 0.2483
Epoch 682/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8835 - loss: 0.2475
Epoch 683/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8942 - loss: 0.2353
Epoch 684/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8974 - loss: 0.2279
Epoch 685/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8902 - loss: 0.2402
Epoch 686/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8934 - loss: 0.2363
Epoch 687/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8878 - loss: 0.2367
Epoch 688/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8951 - loss: 0.2342
Epoch 689/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8849 - loss: 0.2468
Epoch 690/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8869 - loss: 0.2454
Epoch 691/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8874 - loss: 0.2492
Epoch 692/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8948 - loss: 0.2190
Epoch 693/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8871 - loss: 0.2455
Epoch 694/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8953 - loss: 0.2351
Epoch 695/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8874 - loss: 0.2296
Epoch 696/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8847 - loss: 0.2336
Epoch 697/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8799 - loss: 0.2452
Epoch 698/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8819 - loss: 0.2603
Epoch 699/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8855 - loss: 0.2395
Epoch 700/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8876 - loss: 0.2303
Epoch 701/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8857 - loss: 0.2425
Epoch 702/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8907 - loss: 0.2286
Epoch 703/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8912 - loss: 0.2389
Epoch 704/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8866 - loss: 0.2357
Epoch 705/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8930 - loss: 0.2367
Epoch 706/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8895 - loss: 0.2369
Epoch 707/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8923 - loss: 0.2471
Epoch 708/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8830 - loss: 0.2526
Epoch 709/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8897 - loss: 0.2284
Epoch 710/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8933 - loss: 0.2267
Epoch 711/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8944 - loss: 0.2289
Epoch 712/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8883 - loss: 0.2446
Epoch 713/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8864 - loss: 0.2498
Epoch 714/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8880 - loss: 0.2301
Epoch 715/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8886 - loss: 0.2319
Epoch 716/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.9005 - loss: 0.2284
Epoch 717/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8857 - loss: 0.2438
Epoch 718/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8907 - loss: 0.2456
Epoch 719/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8936 - loss: 0.2349
Epoch 720/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8917 - loss: 0.2382
Epoch 721/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8923 - loss: 0.2404
Epoch 722/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8987 - loss: 0.2333
Epoch 723/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8864 - loss: 0.2379
Epoch 724/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.9005 - loss: 0.2272
Epoch 725/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8974 - loss: 0.2281
Epoch 726/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8994 - loss: 0.2246
Epoch 727/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8922 - loss: 0.2453
Epoch 728/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8928 - loss: 0.2318
Epoch 729/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8931 - loss: 0.2314
Epoch 730/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8994 - loss: 0.2265
Epoch 731/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8875 - loss: 0.2363
Epoch 732/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8860 - loss: 0.2472
Epoch 733/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8832 - loss: 0.2545
Epoch 734/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8960 - loss: 0.2216
Epoch 735/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8908 - loss: 0.2317
Epoch 736/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8870 - loss: 0.2403
Epoch 737/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8945 - loss: 0.2284
Epoch 738/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8895 - loss: 0.2460
Epoch 739/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8893 - loss: 0.2374
Epoch 740/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8928 - loss: 0.2332
Epoch 741/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8948 - loss: 0.2419
Epoch 742/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8880 - loss: 0.2287
Epoch 743/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8944 - loss: 0.2268
Epoch 744/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8929 - loss: 0.2364
Epoch 745/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8881 - loss: 0.2441
Epoch 746/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8816 - loss: 0.2543
Epoch 747/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8923 - loss: 0.2326
Epoch 748/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8840 - loss: 0.2369
Epoch 749/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8841 - loss: 0.2527
Epoch 750/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8888 - loss: 0.2355
Epoch 751/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8889 - loss: 0.2423
Epoch 752/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8939 - loss: 0.2311
Epoch 753/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2596
Epoch 754/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8891 - loss: 0.2410
Epoch 755/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8919 - loss: 0.2288
Epoch 756/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8856 - loss: 0.2322
Epoch 757/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8924 - loss: 0.2427
Epoch 758/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8883 - loss: 0.2500
Epoch 759/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8913 - loss: 0.2316
Epoch 760/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8865 - loss: 0.2342
Epoch 761/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8869 - loss: 0.2367
Epoch 762/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8889 - loss: 0.2422
Epoch 763/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8849 - loss: 0.2427
Epoch 764/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8792 - loss: 0.2504
Epoch 765/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8952 - loss: 0.2307
Epoch 766/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8938 - loss: 0.2360
Epoch 767/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8952 - loss: 0.2308
Epoch 768/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8970 - loss: 0.2313
Epoch 769/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8842 - loss: 0.2403
Epoch 770/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8960 - loss: 0.2343
Epoch 771/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8928 - loss: 0.2323
Epoch 772/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8895 - loss: 0.2313
Epoch 773/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8937 - loss: 0.2388
Epoch 774/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8957 - loss: 0.2234
Epoch 775/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8954 - loss: 0.2334
Epoch 776/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8789 - loss: 0.2461
Epoch 777/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8940 - loss: 0.2269
Epoch 778/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8878 - loss: 0.2434
Epoch 779/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8933 - loss: 0.2246
Epoch 780/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8809 - loss: 0.2344
Epoch 781/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8929 - loss: 0.2342
Epoch 782/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8915 - loss: 0.2405
Epoch 783/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8981 - loss: 0.2280
Epoch 784/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8936 - loss: 0.2460
Epoch 785/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8863 - loss: 0.2397
Epoch 786/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8905 - loss: 0.2333
Epoch 787/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8907 - loss: 0.2298
Epoch 788/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 2ms/step - accuracy: 0.8939 - loss: 0.2279
Epoch 789/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 2s 1ms/step - accuracy: 0.8889 - loss: 0.2448
Epoch 790/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8763 - loss: 0.2685
Epoch 791/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8844 - loss: 0.2358
Epoch 792/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8953 - loss: 0.2272
Epoch 793/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8935 - loss: 0.2377
Epoch 794/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8936 - loss: 0.2368
Epoch 795/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8896 - loss: 0.2279
Epoch 796/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8792 - loss: 0.2434
Epoch 797/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8874 - loss: 0.2382
Epoch 798/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8867 - loss: 0.2464
Epoch 799/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8854 - loss: 0.2411
Epoch 800/800
1000/1000 ━━━━━━━━━━━━━━━━━━━━ 1s 1ms/step - accuracy: 0.8955 - loss: 0.2287
Out[ ]:
<keras.src.callbacks.history.History at 0x2659d281310>
In [ ]:
scores = model.evaluate(XX, yy)
scores, model.metrics_names
125/125 ━━━━━━━━━━━━━━━━━━━━ 0s 1ms/step - accuracy: 0.8846 - loss: 0.2301
Out[ ]:
([0.23228037357330322, 0.890250027179718], ['loss', 'compile_metrics'])

Results¶

In my final run, I obtained an Accuracy of 0.8903, or 89.03%, and a Loss of 0.2323. I completed a total of 15 runs of the analysis, with #15 being a repeat of the parameters for #13 to validate the outcome. These are the parameters used in my final run:

  • Activation function = 'relu'
  • Number of hidden layers = 3
  • Number of nodes on each layer = 12
  • Optimizer = 'adam'
  • Batch Size = 4
  • Epochs = 800

Some observations:

  • Increasing epochs from 800 to 1000 resulted in lower accuracy and higher loss, indicating there is a limit to how many iterations should be run.
  • Adding a fourth hidden layer also decreased accuracy and increased loss. However, moving from 2 hiiden lyers to 3 had a distinct improvement.
  • Increasing nodes on the layers from 2 to, ultimately, 12 had the biggest impact in improving accuracy and loss, followe by increasing epochs from 200 to 800.